{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 31.9 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAGpCAYAAACat25GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VGX2wPHvzUwmZdITIA0IHYHQRAEFK1bWroi997IW\n3HVt6+q6+nNd1y4Wdq2A6IoNKyJKlaKQ0AkQSAXS2/S5vz/uzJCQSTJJZpKZcD7Pw6PO3Nz7JoaZ\nM+ee9xxFVVWEEEIIIYQIJWHdvQAhhBBCCCHaS4JYIYQQQggRciSIFUIIIYQQIUeCWCGEEEIIEXIk\niBVCCCGEECFHglghhBBCCBFyJIgVQgghhBAhR4JYIYQQQggRciSIFUIIIYQQIUff1RdMSUlRs7Ky\nuvqyQgghhBAiSK1fv75MVdVe7fmaLg9is7KyWLduXVdfVgghhBBCBClFUfa292uknEAIIYQQQoQc\nCWKFEEIIIUTIkSBWCCGEEEKEnC6vifXG4XBQUVGBzWbr7qWII1B4eDhJSUnodLruXooQQgghfBQU\nQWxFRQWRkZGkpKSgKEp3L0ccQVRVpa6ujoqKCnr1atemSCGEEEJ0o6AoJ7DZbMTExEgAK7qcoijE\nxMTIXQAhhBAixARFEAtIACu6jfzuCSGEEKEnaIJYIYQQQgghfCVBbJB5/PHH+fvf/97dyxBCCCGE\nCGoSxLpYrVYeeeQRBg4cSFZWFoMGDWL37t0sXbqUadOmNTt+3759XHjhhWRkZJCWlsaMGTPYv3+/\n5/kXXniBkSNHkpWVxfjx4wFYunQp0dHRDB48mMGDBzNr1izP8VdddRWrV68O2Pf31FNPUVZW5tOx\nqqry73//m2HDhpGVlUVWVhYrVqwgPz+fwYMHNzu+oqKCa6+9lszMTNLT0znzzDPZuXOn5/l58+Yx\nZswYBg4cyIABA6ivryc/Px+DweD5WcycOZPVq1dz+eWXe12T1Wrl6quvZtCgQYwcOZJly5Y1O6a6\nupqZM2eSkZHBoEGDsFqtnufKy8vp06ePfEAQQggheoig6E4QDC6//HISExPJyckhJiaGsrIyIiIi\n2LdvX7Nj7XY7Z555JnfffTeffPIJAC+99BIXXnghK1asYOXKlcydO5d169YRFRVFfn6+52uPO+44\nFi9e3OR8q1atwuFwMGnSJL799lu/fl+qqqIoCm+99RbXXHONT1/zwAMPsGPHDpYvX06vXr2ora3F\nbDZTX1/v9fgZM2YwceJE8vPz0ev1LFiwgOnTp5OTk8PBgwd56KGHWL9+PUlJSRQVFWEwGADo168f\neXl5Tc714osvsmLFCo4//vgmj8+bNw+TyUReXh7ff/89s2bN4tdff21yzF133cWoUaOYN28eFouF\n8PBwz3OzZs3yfJgQQgghROgLuiD2b19uZktxjV/POSI9jr+eM7LF59esWcPWrVvJycnx9ApNSUlp\n8fiPPvqIo446iltvvdXz2D333MPChQtZsmQJDQ0NhIWFoddrP96srKxW1/f2229zww03NHnM6XQy\nffp0jj/+eB555BEiIyN58sknefPNN4mMjGTu3LlkZ2ezZMkS/vjHP1JbW8vEiROZN2+e59r33Xcf\nX3zxBUcddRRFRUVMnTqVv/71r1x77bUtrqW4uJi5c+eyfft2YmNjAYiNjSU2NtZrELtixQoqKyt5\n6qmnPI/NmDGDRYsWMXfuXI499lhUVfUElBkZGa3+LG688UbmzJnTLIiNiIjwBORms5k+ffo0eb60\ntJSVK1fyzjvvoCgKkZGRnucWL16MXq9n4sSJrV5bCCGEEKFDygmA5cuXc+qpp/rc7H7jxo2ceOKJ\nzR6fNGkSubm5nHHGGaSnpzNu3LhmmdVVq1YxfPhwhg8fznvvvQfAypUrOe6445oc99hjj5GSksIj\njzwCaLfTY2Ji2LlzJ7NmzeKuu+4CICkpiRUrVrB7927y8/P55ZdfAG2AxJgxY9i6dSsLFy4kIyOD\nZcuWce211+JwODxrcP85+uijAVi9ejUTJkzwBLCd/VmMGjWKc845h+zsbObOnYuqqp5j9u3b57n+\n008/DWiZ6lWrVjU734wZM0hMTOSEE07gmWee4bXXXmvy/ObNmxkwYAAXXXQRw4YNY9asWaiqislk\n4rHHHuPZZ5/16fsRQgghRGgIukxsaxnTQFEUhYiICJ+Pt1qtXtsyKYqCwWAgPDycTz/9lC+++IJ7\n772XL774whN0TZ48uVk5gclkIioqyvPf33zzDaqq8tNPPzU57vrrrwe00gd3ENuvXz/eeustNm7c\nyL59+ygqKvIcf+GFF3pdp06nY9u2bV6/N3//LABefvllLr30Uu6//37mzZvHZ5995ln74euIiorC\nZDI1O19ubi4FBQXMnj2bN954g3feeccT4AMcOHCALVu28Ouvv5KYmMi0adP48ssvWbFiBXfccQeJ\niYk+f09CCCGECH6SiQVGjRrF8uXLfT5+9OjRrFixotnjq1atIjs72/Pf5557LmvXruWrr75iy5Yt\nPp8/ISGBAwcOUFlZ6XlMURRPeYLFYvEEvWeffTY6nY4nn3ySk046yZPp1Ol0TQLjxhwOh2dDlfvP\nmDFjAO1nsWbNmiabolrj689iypQprFixgv3793eo7vepp57izjvvZMSIETz//PO88MIL1NXVeZ7v\n3bs3Rx99NJmZmRiNRk477TS2b9/O3Llz+ec//8nYsWOZPXs2r776Kh9++GG7ry+EEEKI4CJBLDBt\n2jRUVeWxxx7zTG4qLCykqqrK6/GXX34569at47333kNVVZxOJ88//zw6nY4pU6aQm5vr2cylqioG\ng4GYmJgWrx8REYHFYvH89+TJk3nggQc477zzPFlJp9PJ+3M/4pUleTz/0quceuqpAGzatImZM2cS\nExPjNZh0i4qKoqKiAlVV0el05OXlNfmzceNGAIYMGcLEiRO5/fbbaWhoALSd/SUlJV7Pe8opp6DT\n6fjHP/6Bw+FAVVXmz5/PunXruPTSS8nPzyc3N9fzPYSHhxMXF9fiOi0Wi9dMcGRkJGvWrAFg+/bt\nOByOJsdNmjSJLVu2UFxcjMViYfHixUyYMIGCggI2bNjAhg0buPXWW7njjju44oorWry+EEIIIUKD\nBLFoWc7PP/+cnTt3kpmZyeDBg7nooos8mb6ff/6ZhIQEEhISOP/884mMjOTbb79l/vz5ZGRk0Ldv\nX37//Xc+/vhjACorKznttNMYMGAAxx13HA8++CD9+vUDtPpXd/bz3HPPBWDixInN2mvdcsstjBkz\nhmuuucYTeK5eu44nrj6Nb77+mueeew6AP//5z4wfP54ZM2Z4sqneXHfddZx11ll88MEHbf48/vOf\n/xAeHs6gQYMYNGgQp556KqWlpQDs2bPH87Nw7/ZfuHAhOTk59O3bl4yMDObOnctXX31FeHg4ZrOZ\nmTNn0q9fP8aOHctZZ53F1KlTAa0m1v2zcJ9r9erVHHvssc3W9MQTT7BkyRIGDBjAzJkzee+99wgP\nD+ehhx5i6dKlGI1GXn75ZU477TRGjhzJ2Wefzcknn9zm9yqEEEKI0KQ03mjTFSZMmKCuW7euyWPF\nxcWkp6d36TqCyS+//MKcOXN49913WzxGr9ezpaiSr3NLmHZUH0ZlxHfhCrvO1VdfzfXXX89JJ53U\npdc90n8HhRBCiO6kKMp6VVUntOdrJBMbBE444QTsdjuHB/eHs9qdAFjsjq5YVpdbt24dVqu1ywNY\nIYQQQoSeoOtOcKTyZbORJ4i1OQO9nG4xYcIE5s+f393LEEIIIUQIkExsiLDb7Vg8mdieGcQKIYQQ\nQvhKgtgQ0tPLCYQQQgghfCVBbAixOrTgVTKxQgghhDjSSRAbQnp6TawQQgghhK8kiA0hFiknEKJH\ncjhVPvx1r+eDqhBCiLZJEBtC3G9wZnmjE6JH+W1fJQ8v3MSynQe7eylCCBEyJIh1URTFMz3KPVHq\n8ccfR6/XU1RU1OTYvXv3otPpmk2/Gj9+PDfffHOzcz/00EMsWLCgw2ubP38+2dnZ3HX+8bz58M1U\nVVYD8OKLL3LUUUfRv39/rrrqKux2O88++yyvv/661/Ps3buXE088kcGDB3PCCSc0GyVbX1/PFVdc\nweDBg5k4cSI7duwA4Pfff2fq1KkMHjyYcePGeUbUCiH8o7xOGztd2WDr5pUIIUTokCDWRafTkZeX\nR15eHsuWLfM8npyczJw5c5ocO3v2bPr06dPksS1btqDT6fjiiy+wWCyexwsKCli+fDkzZszo8Nrs\ndjurVq3iHx/9TFxSCksXvofDqRIbG8vGjRvZtWsX+/fv56OPPuK+++7j9ddfp76+vtl5Hn/8cS65\n5BLy8vI4/vjjeeGFF5o8/+yzz5KSkkJeXh4PP/wwt912GwAHDhzg/fffJy8vj3vvvZdZs2Z1+HsR\nQjRXUa8Fr9UmCWKFEMJXwTfs4JsHoTTXv+dMzYaznunQl1500UW8++67PPzww+h0OqxWKwsXLuSE\nE05octz777/PZZddxo8//siiRYu48MILAXjnnXe45pprPP/+1VdfYTabWb9+PVdccQXPPfdcm2u4\n8sorAbDaS+k7eARlJYVY7A6uv/56zzGjR4+moqICvV7Peeedx//+9z+uvvrqJueJiIjw/LvZbKZv\n375Nnl+3bh333HMPAOeeey5XXXUVNpuNM844w3PM+PHjefHFF9tcsxDCd5UNVkCCWCGEaA/JxLo4\nHA6GDx/O8OHDufPOOz2Pp6enM27cOL7++msAPv74Y8466ywiIyM9x6iqyty5c7n44ou55JJLmpQZ\nLFu2rEnAu3r1av773/+yadMm5syZ4ylVuOKKKzzXd//ZvHmz5+ucqorFZuf3pYsYPfX0Jm22Ghoa\nWLRoEeeccw4AU6dOZfny5c2+x7///e989NFHnHLKKZSWljb5PgFGjhzJwoULUVWVX375hdraWsrL\ny5sc8/7773PxxRf7/oMVQrSpol4LYmskiBVCCJ8FXya2gxnTztLpdGzbts3rc7fffjvPP/8855xz\nDrNnz+btt9/m6aef9jz/888/k5qaSr9+/Tj//PO5++67qaqqIiEhgcLCQjIzMz3HnnzyyfTq1QuA\nESNGsG/fPjIyMtocO2u1O/n8jWcYNe5YBowc72mz5XQ6ufrqq7nrrrvIysoCICMjo1kdL8CiRYsY\nNmwYs2bN4v7772fp0qWcfvrpnucffvhhbrnlFkaNGsX06dNJTU0lKSnJ8/zChQtZtWoVP/74Yxs/\nTSFCW7XJRlykHkVRuuR6kokVQoj2k0ysD0455RT27NnDN998g8FgYNiwYU2ef//999m6dSupqakM\nHz4ci8Xi2cilqmqTN8LGt/TDw8NxuAYYzJw507OxzP1n06ZNnmP/9rfHaait5rY/PQZobbZUVeXG\nG29kxIgR3H777Z5jw8LCUFW12ffxwAMP8MILLzB8+HCefPJJHn300SbPx8fHM3/+fDZv3sz9999P\nbGwsBoMBgO+++45nnnmGzz//nPDw8A79HIUIBYtySjj6yR944JMcHM7mf48CodKVia1yBbNCCCHa\nJkGsj26++Wauu+46z2YnN7PZzMKFC9m6dSulpaWUlpbyn//8x1NSkJaWRnFxcZvnnz9/vmdjmfvP\nqFGjAHj66afZtWsXl816mrgoLai02J3cdtttpKam8sQTTzQ5V3FxMWlpac2uERkZyZo1awBYv349\nCQkJTZ6vra3F6XRit9v505/+xK233grAkiVL+Otf/8qiRYtITEz05cclREj6KqeYu+f/Tp+4SD5Z\nX8gDn2zskkC2okE2dgkhRHtJEOvicDiaZEFra2ubPH/ttdcSExPD+eef3+TxL774gnHjxpGRkeF5\n7MILL2TTpk3s3buXKVOmNOl20F6FhYU89NBDrF65kqevO4NLTz2Gnz6ew6qVK3jzzTdZsGCBZ83z\n5s0DYPny5Rx33HHNzvX2229z++23M3jwYD744ANeeuklAM477zzKy8tZt24dgwYNon///iQkJHD3\n3XcDWgCfn5/PpEmTGDx4MJdcckmHvx8hgtUXG4v54/wNHN0vke/uPYH7ThvKp78VMevjwAey7kys\nBLFCCOE7xdtt50CaMGGCum7duiaPFRcXk56e3qXr6Cq7d+/mpptu6nQd6Z6yej7fUMSF4zL59PdC\npgxOYUJWUrPjHA4H48ePZ9myZcTFxXXqmkeSnvw7KNq2rbSGs19cxoSsJP577TEYI7TtAq8s2clz\n3+/g3mlD+eO0IQG7fvZfv6PWYiclJoJ1j0wL2HWEECJYKYqyXlXVCe35GsnEBtjAgQM55phj+Oyz\nzzp1Hve0LmOEDkVRmnQnaOyll17ipptukgBWiHbYXlqLU4Wnzh/lCWAB7jxlCKMz41mbXxGwa1vt\nTmotdhRF607Q1YkFIYQIVcHXnaAHeuaZzndccAexEXodkfowLHaH1+PuvffeTl9LiCONu7VVQrSh\n2XMDUoysy68M2LWrTFopQXp8FEVVJkw2B9EGeWkWQoi2SCY2RFhdXQwM+jAi9GGeFltCiM6rcm2s\nio9q3nkjK9lIcbUJs837B8fOqnRN6xqQYgSkLlYIIXzlUxCrKMpDiqLsUBRlu6Io53l5/nFFUQoU\nRclXFKX5jiIfyC201rkzseE6hYhwXYvlBKL95HdPVJtsRIXrMOibvyQOSDGiqlBQ0RCQa7sHHUgQ\nK4QQ7dNmEKsoysnAecAYYBrwkqIoMY2evx6YAAwFBgC/tXcR4eHh1NXVSTDRCovdiUEfhqIoWia2\nhXIC0T6qqlJXVye9b49w1SYbCdHefweyXMHlnrL6gFzbPejAfZ3qBglihRDCF74UXk0AFquqagIK\nFEXJASYC7u329wIXuJ4HMLd3EUlJSVRUVDRrayUOqSmvwGCxaD1nGyowmewUF0vdnD+Eh4c3mUwm\njjzVJpvXUgKAAclacLm3vGkmdl95A4u37ue647M6NdnLnYnNSo72rEUIIUTbfImCNgN/UxTlaSAW\nGAf0AlAUJRxIBW5QFOVCYAtwo6qq5Y1PoCjKzcDNAP369Wt2AZ1O5xnFKrz7+scSdpfVceMZ6axZ\nVcaSbRVce9r47l6WED1CtclGXAtBbHx0OInR4ewpb5qJfW9VPm8v38PpI/uQmRjd4Wu7e8S6M7FV\nEsQKIYRP2iwnUFX1a+BbYB3wKpADuIPUFCARWAIMB/YBD3s5x5uqqk5QVXWCBKsdU2exExupvcnG\nRYVTY5Y3OiH8pbVMLED/ZCP5h5UT5BRVA7DJ9c+OqmywEROhJyVGG0ldI0GsEEL4xKeNXaqqPqqq\n6nBVVS8EMoFtrqfKgDpVVX9QtYLWz4FhgVnqka3WrL3RgbaD2mxzSl2sEH7SVhA7IKVpEOt0qmx2\nBa85hZ0NYq0kGsOJjdCjKFJOIIQQvvJlY5deURSj699vBvaoqloAoKqqDfhVUZQzXYf/AVgbqMUe\nyWotdmIitSA2zvXPGpO9O5ckRI9RbbKR0EoQq7XZMnvabO0uq6feqv17biczsRX1VpKiDYSFKcRH\nhUsQK4QQPvIlExsNbFAUpRCtS8HNiqJcoCjKLNfztwGPKoqSB6QB/wzMUo9sdWa7J3h11+5JSYEQ\nnWdzOGmwOlrNxGalaDWv+1xttnKLqgAY1y+B3KLqTnVWqWyweoYsSBArhBC+a3Njl6qqNcDhQ8MX\nNnp+N3C8n9clDlNrtnvKCeJctbFSOydE57mDxvgWWmzBoR6ue8rqGdonlpzCaqLCdVwwLoPHPt9M\nYaWJvkkd29xVUW9lUC+ta2F8VLhn8IIQQojWycSuEGB3ODHZHMREuDd2ucoJzFJOIERntTaty62/\nq82Wuy52U1E1I9LjGNs3AehcSUFlvZVEycQKIUS7SRAbAuotWu1dbKRkYoXwN3fQ2FKLLdCCyySj\ngfzyehxOlU1FNWRnxDMsNZZwndLhzV0Wu4N6q4MkY6POI/L3WgghfCLd8kOAu/Y1RmpihfA7d9DY\n2sYu0IYR7CmrZ9fBOkw2B9kZ8UTodQxLje1wmy13FjjRKJlY4T+qqno2HgJE6MMI10nOSvQ8EsSG\ngDqLVjYQ26jFFkh3AiH8wVMT21YQm2Jk1a5ycl1Z19GZ8QBkZyTwdW4Jqqq2e3KXe1pXkqucIMEV\nxHbkXEIAmKwObvtwPUu3H/Q8lmw0sOLBU4gM13XjyoTwP/loFgI8QayrjCBCH4ZBFyaZWCH8wNcg\ndkCykZJqM2vzK4g26Bjo2oyVnRFPtclGQYWp1a/3xj2tq3F3AruzaRZNCF81WO3c8O5aft5xkFtP\nHMTDZx/FzGP6Ul5vZef+uu5enhB+J5nYEFB7WDmBoijERemldk4IP3Df0m+tJhYOjYX9dnMpI9Pj\n0IVpmVJ3RjanqIp+ye3rUFDR4MrENionAC2wdncjEcIXDVY717+zljV7Knh+xhguGJcJQN6BOuav\nLWDH/lqyXb+rQvQUkokNAbWuLgSN39TiIqV2Tgh/cAeMbdUMuttsVTXYyM5I8Dw+tE8sBl2Yp8yg\nPdyZ2ETXxi5PECtttkQ73b9goyuAHesJYEGr5TbowthxoLYbVydEYEgQGwLc5QTuYQcAsVHh0mJL\nCD9oa+SsW/9GWdbszDjPvxv0YQxPi+1Qm62KetfGrujmmVgh2mPd3krOH5fB+eMymjyu14UxsJdR\nyglEjyRBbAjwZGIjG2dipZxACH+oNtnaLCUArSY9JUYLNhtnYgFGZcR3aHJXZYOV2MhDWeA4CWJF\nB9WabaTERHh9bkifWHbsl0ys6HkkiA0BdWY7ujCFqEY7S+Oiwpts7Jq/Zh/fby7tjuUJEdJqTDbi\no3yrP81KNmI06BjoKi1wG50RT63ZTn55Q7uuXdlg9dTDAiREu4NYa7vOI45sNocTs83p6WBzuKG9\nYyisNFFvkbt3omeRIDYE1Fm0kbONW+7ERYZ7Wmw1WO08/uVmXvkpr7uWKETIqjJZfSonAJgxoS83\nTh1IWFjT9ldDU2MB2H2wfbdsK+qtns4EIOUEomPcd+tiI70HsUP6aL+feQekpED0LLL9NQTUmJvv\nVI5vlIldsu0AZpuTbSW1WO1ODHr5bCKEr6pNNhKiDG0fCMw4pq/Xx9PjowAoqTa369qVDVZ6NboF\nHBOhRxemSBAr2sVdWuZuw3i4oX20dnA79tcypm+C12OECEUS7YSAOrO92SfsuCg9VrsTs83BopwS\nAKwOp9Q9CdFO1SYb8dG+ZWJb0is2Al2YQkl1+3rFVtbbPNO6wNU+L1IvQaxol7Yysf2TjRj0YeyU\nTKzoYSSIDQF1Fi9BrOsTd2m1mSXbDnDSsF4AHdohLcSRymJ3YLY5fS4naIkuTKFPbAQlVe3LxFbU\nWz3Tuty00bNSuyh85+4l3lImVhemMKhXjCQ5RI8jQWwIqDXbm5UTuHcxL/y9CIvdyW0nDiIuUk9O\nB3pVCnGkcmc8felO0Ja0hKh2lROYbQ5MNkeTTCxAfLSBqgbZ2CV85263GNfKBsWhfWKkzZbocSSI\nDQF1Fjsxh33CdveMXbCugN6xERyTlUR2ZjybJBMrhM/cQwU6m4kFSIuPbFc5QeVh07rc4qPCpX2e\naBd3JjauhUwsaEM5iqpMnr7jQvQEEsSGgFqvNbHai1VJtZmzs9MIC1PIzkhgW2kNFrvMXRfCF+5M\nbILfglizz71iK9zTug6rx9XKCSSIFb5rqyYWYEhvbXPXTikpED2IBLEhoNZsa9b/r/En7j+MTgMg\nOyMem0NlR6ncMhLCF+5g0T+Z2CgsdieVPo6MrTxsWpdbfJRs7BLt4+5Uc3jZWWNDXW22pKRA9CQS\nxAY5q92Jxe702mILIDUukvH9EgEYnRkPQE5RVdcuUogQ5c8gNj0hEoDiKt9KCipaKSeoNtlwOts3\n/UscuWrNdqINOvS6lt/S+yZFE6EPC/nNXWabo92T8UTPJUFskHNPWPHWYitcpzB9dJqn8XpmYhTx\nUeFSFyuEj/wZxKa2s1fsgRrtOG9BrFOFOqvULgrf1JptrZYSgNahYHDvGHaEcJut/TVmxj3xA0u3\nH+zupYggIcMOgpy71unwjV0Reh0f3TKZYa5bRKD1mBydGS8dCoTwUVWD/7oTpMdrmdhSHzd3rd9b\nSUZCFMmHzbt3D16obrC1ulFHCLdas92n35WhfWJZvbu8C1YUGCvyyjDZHOwtr+/upYggIZnYIFdr\nabnWaXy/RIyHPT4qI54d+2sx22RzlxBtqTZpGSzdYWNkOyIlJgJ9mEKxD5lYp1Nl9e5yJg9KbvZc\nnIyeFe3kbfOvN0P6xFBSbfbU0IaaVbu0ALzeKu9vQiNBbJCrc/f/8+EFCmC0a3PX9lKt7mnur/s4\n49+/0CC3JoVopsZk80spAUBYmEKfuEhKfKiJ3XGglsoGG5MGNg9i3euRNlvCV1o5gQ+Z2N7anbsl\nWw8EekkBsXqPFsTK+5lwk3KCIOfu6RfjYxA7KkPb3JVbVM3Gwioe+3wzAAUVJoalxrb2pUIccar9\nGMSCtrnLl5pYd0Zp0sCkZs/FSyZWtFON2U7fpOg2j5syJIUxmfE88MlGjBF6ThvRpwtW5x+FlQ0U\nVGgfEOstkokVGsnEBjlPTWwrrVMay0yMIjE6nDd+2cVjn29mYC8jAGV1loCtUYhQ5e8gNi3et6ld\nq3eX0zcpiszE5oFHvKtvbJUEscJHvmZiI8N1vHfDREakx3P7h+v5bnNpF6zOP1bvrgAgTDm04VkI\nCWKDXK2nO4Fvb7SKojAqI56CChOnj+jDa1eMB+BgrQSxQhyuyu9BbCSl1eZW22M5nSq/7qlg0oDm\npQQgmVjRfjVme6sjZxuLjwrn/RuOZWR6PHd8+Bu/hshGr1W7ykkyGshKNtIgNbHCRYLYINfgCmKj\nDTqfv+amqQO57aRBvHL5eNJcbX8kEytEc9UmGwnR/g1irQ6npwesN9tKa6lqsHnd1AVgNOiINug4\nUCN/Z0XbLHYHVruzXZ0s4iK1QFavU/h+y/4Ars5/Vu8uZ+KAJGIi9dRLTaxwkSA2yJltTkC7DeSr\nE4b24s92nc/bAAAgAElEQVRnDsegDyMuUo9BF8ZBCWKFaKbaZPNLey23tARXr9iqlksKVu1218N6\nD2IVRSEzMYqCyga/rUv0XL6MnPUmNjKcrGRjSLSrKqhooKjKxORByRgNeiknEB4SxAY5s92BQRfW\n4RZAiqLQKzYi4OUEP+84yE/bQ3PHqzgymW1aBsvf5QQAxY16xX6/udSzkQu0jFL/5GjSXQGvN5mJ\n0RRW+tZvVhzZOhrEAmQlG9lT1noQm19Wz5u/7OrWKVmNP/gZI3SysUt4SBAb5ExWBxHhnfvflBJj\noKyu5dubnVVtsnHX3N949LNNAbuGEP7mz2ldbu7ynVLX5i6T1cEf52/gqjm/8k1uCQ6nyq+7y1us\nh3XLTIyiUDKxwgfuVmyxEe3/Pe6fEk1BhQlHCzXceQfqmPHGKv7x9TZ2Hey+SV+rd5WTbDQwpHcM\n0Qa9tNgSHhLEBjmL3dGuUgJvAp2JfWdFPjVmO4WVJgoq5I1XhAb3tC5/BrHJRgMGXZgnE/vT9gOY\nbA7SEiK5c97v/PuHHdSY7S3Ww7plJkZRa7bL5i7Rps5kYgckG7E6nBR76W2cd6CWy95a7Tn/jv3d\nE8SqqjYYZNLAZBRFwRihp04yscJFgtggZ7Y5iepkEJsSExGwjV3VJhtvL9/NcFcP2lAeaSiOLO4A\n0T3m1R/CwhRS4yM9NbGLckpIiTHw1V1TGdc3gVd+ygNarod16+tqvSXZWNGWWnPHRydnpWgtGA8v\nKcg7UMfMN39FVWHBLZNRFNixv7bzi+2AfRUNFFebPT2VjQadZGKFhwSxQc5scxDZyXKCXrERlNdZ\nWrxl1Bn/Wb6HWrOd5y4ZQ5LR4KldEiLYBaKcACDV1WarwWrnx237OWtUGvFR4bxz/bFMHpjMuH4J\npLpqZ1vi7h/rbu4uREs6lYl1BbGHb+568cedWO0O5t88kezMePomRrOzmzKx7sSI++5FdISeBquj\n1TZ24sghE7uCnBbEdj4T61ShssFKSkyEn1YG1Q02/rN8D2eM7MOojHgmDUzi190VqKqKonR+Fr0Q\ngRSoIDY9PpJ1eytZsu0AZpuT6aPTAG1gybybJ2FzONs8R2aiVlsrmVjRlhpXJtbXXuKN9Y6NINqg\nY09Z09+znMIqjh+cwmDXmNqhfWK6LRO7alc5KTERDOoVA2iZWACTzYHRxyFAoueSTGyQM9kcROo7\nXxML/u8VO2f5bmotdu6ZNhTQbpEWVZkkeyRCQqCC2LSEKPbXmPlyYzG9YiM4JqvpaNlwXdsvuwnR\n4RgNOulQINrU3qmOjSmKQv9kI/mNMrHVDTb2ljeQnRnveWxIn1j2lNVjtbf9AcyftHrYCiYNTPIk\nRtyBq7TZEiBBbNAz25x+6E6gBbH+3NzldKq8u2ovZ4zsw1FpcQBMdtX5SV2sCAV5B2ox6MI6dBu2\nNWnxkdgcKou3HuDsUakdao+nKAp9k6TNlmhbjdlGTIS+w20Ys5KjyW9UE7upuBqA7IxDQezQPjHY\nnWqTYLcr7C1voLTG3KSG3BihJXXqZWqXQILYoGe2OfywsUvbuOLPTOye8nqqTTZOHd7H89jg3jGk\nxBgkiBVBr7jKxP/WF3HR0RmEdfDNvyXuNlsOp8r00ekdPo+02RK+qDXbO/VBLCvFyL6KBuyuMpec\nwuZB7BBXWUFXlxSsOqweFiDaIJlYcYgEsUHOYnf6pcUW+DcTu6nI9ULX6JaToihMHJjMqt3l3doY\nW4i2vLY0DxWVO04e7Pdzuwce9I6NYEL/xA6fxz3wQP4uicYO/32oNdvaNXL2cAOSjdidKsWujhq5\nRVX0TYoiIfpQ147BvWMIU7q+zdbq3eX0io1goGsDGoDRFcQ2SCZWIEFs0PNHd4KYCD0R+jC/DjzI\nKawmQh/GkN4xTR6fNDCZkmoz+6RfrAhSRVUmPlpbwCUT+nq6APhThmsS19nZaZ3K8mYmRlFnkV6x\n4pCP1xUw7skfmnQT8EcmFrS7awC5RdWMzkhockxkuI5+SdHs7MJMrKqqrNp1qD+sm6ecQDKxAgli\ng57JD90JAjF6NreomhHpcegP26TirottPGZTiGDymqtXayCysACJRgOzrxzPH08d0qnzZHp6xUpd\nrIAFawv40/9yqGqweW75gz+CWO33LL+snsp6KwUVpiZ32NyG9Int0nKCPWX1HKi1eN5T3Dwbu6RX\nrECC2KDnjxZb4N+BB06nyuaiakZnNH+hG9TLSK/YCKmLFUGpsLKBBesKmDGhrydjGghnjkoj0di5\nIQrSZku4zV+zjz/9L4fjXLWhjTdi1ZptHWqv5dYrJgKjQceesnpyi5rXw7oN7RNDfnkDFnvX3MZ3\n18O6hxy4RbtabDXI1C6B9IkNaqqqYrZ1viYWtLrYjoyEXbr9AB+s3sfzl47x1F3tLqun3upglJcX\nOkVRmDQwma83lZL7r6WA1r9wzjUTSPZjj1ohOuKtX3ajoAQsC+tPfWXggQCWbNvPg5/mcuLQXrxx\n1dGc/NxSz61/gJpOZmIbt9lyB7Gj0r0FsbE4nCp7yuoZnhrX7Pl/fb+dr3NLPP89KiOeF2eO6/C6\nVu+uoE9chGcgg5u7lVidlBMIJBMb1CyunnydrYmFjmVif9y6n5vfW8/irfv5NrfU83huURUAozMT\nvH7dDVMGcMbIVIanxTG4dwwbCqr4KqfE67FCdKUNhdUcMyCR9ABmYf0lLkpPbIReMrFHuK9zS0ky\nGnjjqqOJDNeRlWz0ZGJVVe10Jha0yV17yxvILaymf3I08dHNz3eoQ0HzzV2qqvLhr/tQVRieFkdi\ntIHPNxR3uPygpXpYONSdQEbPCpAgNqhZbK4gtpPDDkDLxFbUW30ePbt4y35u/WA9w9NiyUiI4qtG\nn7BzCquJDA9jUC+j168d2zeBly8bx6uXj+eNqyYwrE8siySIFUGgpMpEenzwB7DUlqKYq8iUXrFH\nvE1F1YzOjPfckctKMZJfrn2wsdid2BwqcVGdu6malRJNQUUDGwqqvJYSAAzsZSRMwevmruJqMxX1\nVq6bMoBXLx/Pa1eOR1Ho8Ov+roP1lNU1r4cFMOjDCNcp0idWAFJOENRMNu0vqV/KCWIMOFUor7fQ\nO7b1ue3fby7ljrm/MSItjvdumMjrS3fx1rLdVNZbSTQa2FRUzcj0+GabuloyfXQa/168g9Jqc5sz\n44UIFJvDycE6C2nBnIWtKYafnoINc0F18r6+Dztqs2DVeTDyAojreN9ZEXpMVgc79tdy+ohD/biz\nkqOpqLdSbbJ56lM7m4nNcrXZKq0xM9rLpi7AkwXe6SUTm1uo3Z1zB8C9YyOZOCCJRbkl3DNtiE9j\nyL/cWMx3m7U7fiXVWruvSV6CWNCysQ1STiCQTGxQM3uCWP+UEwCU1bbeZuvbTaXc/uFvjEyP5/0b\nJxIfFc4fRqfhcKp8t7kUh1NlU1FNi5/WvTk7Ow1VhW82STZWdJ/9NWZUFdKD8YOU0wE//QNeGg85\nC2DirTDtcUpis0m1FcB3D8HzI+C/Z8OWz7t7taKLbCmpxqnSZP+BuyVWflm9Z+RsXCenzjWuO/W2\n18FtSJ8YdhxononNKaxGH6YwPDXW89j00enkHajzubfs/327jV92HGRLSQ2VDVbOHJlK/2TvLfBi\nIvTUycYugQSxQc3s+pTd2Yld0GjgQSt1sd9uKuHOub+RnRnPezcc69nINTI9jv7J0SzKLWH3wTpM\nNke7gtjBvWMYniolBaJ7ubM7QXk34Pf34ef/g2Fnwp1r4cynYcq9rDn6OU6xPEfVjavh5Iehbj98\nfC0U/97dKxZdINfVSqvx/gN3wJlffiiI7ezo5Cwfg9ihfWLZ66VDQW5RNUP7xDa5a3jmyFTCFFiU\nU9zm9QsqGiisNHHfaUNZcv9JLLn/JGZfdbT3DG5VAcZwRWpiBSBBbFAzu2ti/dRiC6CshV6x320u\n5Y65vzM6M573rj+2yQQYRVGYnp3Gyl3l/LzjIECLt5xaMj07jXV7Kymplvo+0T3cQWzQbepy2GDZ\nvyB9HFz8X0jM8jzV19Vmax9pcOIDcNMSMPaCL+/RsreiR8spqqZXbAR94g51dumXFI2iQH5ZAzWu\nQRidLSdINhqIidAzIMXY6vSvIa4OBbsPHuqOoKqqNiDhsPeEXrERTBqYzFe5JW1Onft1TwUAkwZ5\nLx8AwOmEJU/BC6N40PoyDRYZAiIkiA1qJlfheoQfyglay8Q6nSqPf7GZ4amxvHv9sV5fEKe7Sgpe\nX7qLaIOOgb1imh3TmrNHpwHaTlshukNJlfYBKi3YMrEb50PVPjjxQTgs89Rs4EFkvJalLdkAa97q\n6pWKLrapqJrsjPgmGcnIcB3p8VF+zcQqisLUISmc1qj21ptR6VprrbX5FZ7HCitNVDXYvGZwz85O\nY/fBeraVtt6lYNWucpKMBob2jvV+gLUePr4afnkW0sdxiuVHZpa9AjKS+YgnQWwQc5cT+CMTa4zQ\nExWu85qJ/b2gkpJqMzdOHdDiJ/oRaXEMSDFSXm9lZHocunaO0xzUK4aj0uJ8urUkRCCUVJuJidB3\nOmvlVw47LHsO0sbC0DOaPZ3hbeDByAth0Kmw5O/aRjDRIzVY7eQdqPNautU/OZo9ZfXUmrVsZGvZ\nU1+9fuXRPHT2Ua0eM7BXDEN6xzQpDXP3lvV2d+7MUe6SgtZLyVbvLmfigCTvY5pLc+E/Z8C2RXDG\nP+Cmn/gufgZnmb6EH5/w4TsTPZkEsUHMYvNfTSxo2Vhvmdivckow6MOYdlTLn8LdJQUA2Rne+8O2\n5Q+j0/htXxXFVVJSILpeSbUp+LKwuQugMh9O/HOzLCxAfFQ4cZH6pgMPFAWm/wucNvjmz123VtGl\nthTX4FS9T8/S2mz5LxPbHtNHp7Emv4IDNVp5Tk5hNeE6hWGph2VRnU5SonRMGRjHNzmFLZYUFFQ0\nUFRlYvLhpQQVu+F/N8LsqVBVAJcvgMl3gKLwTeptfKY/E5Y/D6tfD8S3KUKEBLFBzJ81sQApMYZm\nAw+cTpWvc0s4cWivNjNU545NRxemcOyAxA5df3p2GooCf/k019N5QYiuUlJtDq72Wg47/PJPSM2G\nYWe1eNiAXjGsza9oGgQkDYAT/wRbv4DNn3XBYkVXy3Ft6sr2kuEckGykqsFGQWUDigJGQxcGsZ5u\nM1pp2KaiaoalxhIRpkDBWlj8OLw6EZ5IhCeTea/oD3xdN4P6dy7ROm+Ya5qczz1e9vg+di3b+uMT\n8N558MoxsPUrmHIP/HEDDDnN8zXRkeE8pV4Pw6bDD4/B/s1d9v2L4CJ9YoOYP1tsgZaJzS9rOv1n\n/b5K9tdY+IOrZrU1Q/vEsuLPpzTZZNAeWSlGnrkwmwc/zeXm99fzpmsCjRBdobjKzFFexmV2m1Uv\na9mmSz/wmoV1u3JiPx74JIcftuzn9JGph5447m7Y8gUsug/6Hwcxvbtg0aKr5BZV0ycugj5xze8e\nuLsJ5BRWExOh934b3p8cdqjeB+W7GFJdwA1J+9m6vgx1lIGkwsX8MXEL/Os6qD8Iig6yjoejzgWd\ngSqTnYXLf2fG/g3w6Q+gM0DSIO2DWEJ/hm3ZwurIzaS+V6ZdS9FBnxFam7nj7oLY1GbLiYnQU2t1\nwrkvwWuTYOEtcOMS0BsC+3MQQUeC2CDmGXbgh4ldoHUoWJtf2eSxRa5SglNbKSVorLPtiS49ph8K\nCn/+NIeb3lvHW1dPkEBWBJzF7qCszkJaQpCUE6x8RctYHXWOlk1qxQXjMnj1pzxeWLyT00b0ObTJ\nRxcOF8yGN06Er+5tMxgWwc1id2DQhXn+/+a6NnV5MyBF2/C3paSGXjEdSyr4xGHT+hevehUch+7i\nPQrQADwPLwHW2hgYdjoMOxuGTIOoQ3fr4lWVtzf8xNqMWF470QHbv4ayPKjcg7r7Z1JsMRTGjCb1\n+GmQcTSkjgaD9/6wbtEGHWabE0dUMrpzXoT5l2st6k59NCA/BhG8JIgNYv4vJ4igssGKzeEkXBeG\nw1VKcPKwXsREdN2vwoxj+qIo8Kf/5XDju1ogG2WQQFYEzoEa7Q04KEbOrnhRuwU64jy4aA6EtX6n\nRa8L465ThnD/xxv5bvN+zhzVKDPV+yg45RH44VGty8HYywK8eBEo572ygl6xEbx51QQcqsqug3Wc\nM9r7hLbMRK3NltXuDFw9bPkurSa1+DcYdTEMPAlShkB8X/YVFfD3D75lYrKJn8oT+cv1NzCyXy+v\np1EUhYkDk1i6/SDOK6YR1m+S57l95fWc+M+lPHnmKCZM6u/z0tzlEw1WO7HDp8PYK7T62GFnQeaE\nznzXIsT4dJ9aUZSHFEXZoSjKdkVRzmvhmDmKouT5d3lHNnc5QYTef+UEqgoV9drUrnX5FRyotTC9\nhRfKQLpkQl+eu3gMK3aVceN7az3txIQIBPdmwm4ddOCwadnXHx6DURfBRf/Rsqk+OG9sOgNSjLyw\neAdO52EbZCbfAf0mwzd/guoi/69bBJzF7mD7/lqW7dReD9fvrURVITvTe/mLu80W+KczQROqChvm\nwRsnQMUuuORduHgOjL8K+k2C+Az6jZjEvt6n8OTBE1ijjGFIeiv9XYHJA5OpqLey80DT6V2rXfWw\nkwcmtWuJ0RFa0qPB/b5x5tMQl6GVFVgbWvlK0dO0GR0pinIycB4wBpgGvKQoSoyXY5oXrohOMdsd\nROjD/Fbv5B54cNDVZmtRbgkR+jBOHd49tXQXHZ3J8zPGsGpXOde/s1YmsIiAOTTooJuC2LI8mHM6\nLP83jL8GLngTdL5n0PS6MO4+dTDbSms98+U9wnRw/mtgt2hBsgg5JVXaSORpR/Vm5a5y7vzwN6D1\n6VnuyV1+zcSaq7Xs62e3QtoYuG0ljDzf66HufRTD02IxtJFomTRQC3JX7Spr8viqXeWkxEQwqJ19\nx913DussrveMyHg471Uoz4Mf/9auc4nQ5kuKbwKwWFVVk6qqBUAOMNH9pKIokcDfcZXJCP+x2Jx+\nrRd1Dzy47M3VjH/yB+b+uo9ThvfG2IWlBIe7YFwmz88Yy697yjn2qR8Z/+QPjH/yB859Zbl0MBB+\nc2jkbDeUE/z2HrwxFSr3aFmtc19qVwDrdu6YDAb2MvLa0l3Nn0waqGVkcxdA4Xo/LFp0pQJXH+Cb\npg7k3zPGUm+1kxoXSe/Ylj90ZbnqYv0SxDrssHMxzJ4CmxdqJSrXfAnxmS1+ydmuloutBdpufZOi\nyUyMYvXuQ0MS7A4nK3eVM2lgkvfxsq2IdpcTWBq9Rww8UdsM9uts2L20XecTocuX3/7NwN8URXka\niAXGAY2LXx4DXgMqvHwtAIqi3AzcDNCvX78OL/ZIY7I6/NaZALRm1HecPIgak/bpNUyByyf6XocU\nKOePyyA+OpwlWw8A2oa2T9YX8sHqvdw4dWA3r070BCXVJmIj9V1a+43ToZUOrHpFqyc8fzbEtd0F\npCW6MIWTh/Vm3pp93g+Yeh/8/j589xBc/61s8goh7olsmUnRTByYTEpMBHans9WvyUp2Z2I7UU6w\n/RvI/QTyftCysAn94frvoO8xbX7pwF4x/OOCbCb5WAowaWAyi7fux+lUCQtT+PT3Ig7UWjh/bEa7\nl2107aGoP/zu3al/hbzF8NkdcPtKLUMrerQ2X9FVVf1aUZTJwDpgC1omthxAUZRsYIyqqg8pipLV\nyjneBN4EmDBhgsyJ85HZ7vBrJjZcF8YDZwz32/n86eRhvTl52KGyhuIqE7N/3s0VE/vLpi/RacVV\n5q7d1GVtgE9vgm1fwbG3aDV7YZ3/PY6PCqfB6sBqdza/hRsRq2XQvvwjbPkMRl7Q6euJrlFY2YA+\nTKGP627ZlCEpbX7NoSC2gx/MfvmnNvUtOgWG/wGGngmDp7XZGaCxyyf6npSaPDCZT9YXsn1/LYN7\nx/Dykp2Mzozn1KPaX87mvnvYrATNEK2V6sw5Db79i1ZmI3o0n9J8qqo+qqrqcFVVLwQygW2up64B\nBiuKsgH4GuirKMpHgVnqkcdsc/htWleoufe0oZTVWfhg9d7uXoroAUprTF3XXqtsJ/z3LK1x+5n/\nB2c/65cAFrQgFqDaZPN+wLiroPdILQNsM/vlmiLwCiu130+9zvc7b+5esXFRHcjE/vysFsBmz4D7\nt2vB3ohz2xXAttdEV8Z21a5yPv2tkIIKE/dMG9LuUgIAo2tjV53FS8lZ5tHagIQNH0Lx751aswh+\nvmzs0iuKYnT9+83AHldtLKqqzlJVdZiqqmOBs4ECVVUvDeiKjyBmm5OIIzGIVVWOyYxhyqBkZv+8\nSzZ8iU4rqTIHfuSs06G1z5o9Rat/nTkXJt3q10skRLcRxIbp4IynoGofrH3br9cWgVNYaSIzoX0B\n5IAUI5cd24+ThnlvbdWipc/AT0/BmMu0PsMdqM/uiMzEaPomRbFs50FeXpLHmMz4Jnff2uNQTWwL\n7w3H3wORCbD0/zq6XBEifPntjQbWK4oSBWwErlcU5QJgkKqqzwV0dUc4s81BpJ/aawUlu0XbTVqe\np2WvPP/cCeZq3lfCqHcasLyQRvQN/4PkQd29YhGCzDYH5fVW0gJZTlBfDnNnQNE6bXjBH573Ommo\ns+LaysQCDDoZ+k+BNW/ApNv8lgUWgVNQ0dDuYFQXpvD0hdntu9Dq2bD0aa2v6rkvd/nvxuSBySxY\nVwjAk+eN6lAWFg71ia1vqTVjZBwcd6eWbS7+HdLHdeg6Ivj5UhNbAww57OGFXo7LBwb7Z1kCtDff\nhOgeNEZPVWH/Jsj7EXb/BPtWg73RLc/YdEgZrDXWjk1DcVj45bfdnFS3CPviJ9Ff+k63LV2Erv01\n7s4EAczEfvtnKNmoDS8YdVHANlW5ywlqWgtiAY69ET6+VtvkMvSMgKxF+IfZ5uBArYXMxMDdygdg\nx3fw3V+0+tduCGBB29y1YF0hY/smtD+D3Ii7T2x9S5lY0GrRV76ilU5cNq/D1xLBTSZ2BTGzzenX\n7gTdpqECchZoO6f3b9Ie6z0CJtwAGeMhebD2J6J5r0BD6n7mzHVw19aFUDoLUkd18eJFqCuucvWI\nDVQmdudiyP0YTnwQsi8OzDVc2qyJdRv+B4hJhTVvSRAb5NyDODITA3inoHQTfHI9pGbDhW92W3b+\nhKG9GNTLyINnDe9wFha0TcoGfVjz7gSNRcbB5Dvhp79D8QZIH9vh64ng1QMipJ7LbA/xjV1Oh9bc\n/V/DtUxVmB6m/0vbSHD7KjjzH9qbfvpYrwEsQKLRwFv2s7GHx2ozvIVop5JqLUgIyMYuaz0suhdS\nhmotrgIswRXEVjVYWz9QFw5HX6tlYit2B3xdouM87bUClYmtOwDzZmrdKy6bDwZjYK7jg5SYCH68\n/yTP8IPOMBp0TfvEejPxZq3N1s9SG9tTSRAbxMw2/7bY6lJVBfDuudoEoaGnwy3L4Jaf4Zgb21Ur\naIzQUUMMu4ZcD9sXQZE0chft4x50EJCNXT/9Q9tEdc5LoI/w//kPc6gm1ofNjkdfq2Xc1s4J7KJE\np7gHHfRNClAm9vtHtED2svkQ1/UjxgMl2qBvPRMLWgA7+U7Y/jXsXdU1CxNdSoLYIKYNOwjBIHbL\n5/D68VCyAc57DWa8D2mjO3QqdwH/ln6XQ3SyVqgvRDuUVJuIjwr37Gj2m+INsPo1OPo66D/Zv+du\nQbguDKNB13Y5AWiDFYb/AX7/QObJB7HCShPhOqXV6VwdVpqrlXJNuq3H3U6PidC3XhPrNuk2SOgH\nn90GlrrAL0x0KQlig5jZ7iQilGpiHXb47mFYcLW2QevWZTDuik5tcol2DTqoVSNhyr2wawnsWeav\nFYsjQMDaay19RmvjM+1x/5+7FfFR4b4FsQDH3gTmKtj0v8AuSnRYYaWJ9IQodGEB2Ay4+G9aNnLK\nPf4/dzeLjtDR0FJ3gsYiYuH816EyX+ufLHqUEIqQjixOp4rV7iRSHyKZ2Nr98N652ojNY26E677R\n5rl3kjt7Vm9xaOeN7wdf3Qs2U6fPLY4MJdUBCGIP7oAd38CxN0NUgn/P3Ya49gSx/Y/XNlGufAkc\nPn6N6FKFlQ2B2dS1Z5k2TnbqfRCV6P/zdzOjwcdMLEDWFJh0O6ybo3XHET2GBLFBymLX5maHxMhV\nczW8Mx2KftNG/k3/l9/qAyPDw1AU13jB8Cg49yWtj6xs8hI+Kq0xk+rvzgSrXgZ9pJbp7GIJ0eFU\nm9rY2OWmKHDyw1C2A9a/E9B1iY4pqGj/oIM2qSos/ivEZWgftHogo6+ZWLdTH4WUYfD5nWCqDNzC\nRJeSIDZImW3aX86gH3bgdMAnN2gTiq78BMb4d2CboiiuT9yuF6tBJ2sbVla9AgVr/Xot0fPYHU4q\nG6z0ivXjpqva/bBxPoy9HIxtz7j3t3aVEwAMnw5ZU7UPfvLmHVTMNgdldRb/b+ra+oW2Cfbkh7QP\n/z2Q0aCnztdMLGg/hwtmQ91++ObBwC1MdKkgj5COXCZ3EBvsG7t+fEK7ZXXWs9otmwCIMugw2Rq9\nWJ32pDYY4fPbZT68aFVlgw1VhWSjH4eGrHlTuzU/+U7/nbMd2h3EKgqc4Qpgf5Ehi8EkIO21nE7t\nA0vKMG20bA/lc01sYxnj4YRZkDMftn4ZmIWJLiVBbJAyh0IQm/sJrHhB2519zA0Bu4zRoDuUiQWt\nifW5L2q3SJc/H7DritBXUa/ddk+O8VMQa62HtW9r2c1uGoPc7iAWtO4g466AX9+A8l2BWZhot0JX\ney2/1sRu/QIOboMT/9SjRw63qya2sRMegLQx8OU9UHfQ/wsTXUqC2CBltmk1sUEbxBashc/vgH6T\ntSxsAEUb9FpNbGODp2ntg9a+DXZLQK8vQld5nfa7keSvTOzvH2i7/Y+72z/n64D4qHDMNicWezuz\nUKc8CjqD7NAOIn7PxDqd8Ms/IXkIjLzAP+cMUsYIPRa7E7vD2b4v1IXDBW+ApQa+ukerHxYhS4LY\nICFrnPoAACAASURBVGW2uzOxQfi/qGK3NgEmNg0u/QD0frxV60WLBfwTroOGctj2VUCvL0JXuSsT\nmxLjh5pYmxlWvAh9J0K/iZ0/XwfFR2t/39qdjY1Nhan3an9fpE1dUCiobMCgC6O3v2q2d3yjjfY+\nYVaPzsLCofaL9e0tKQDofRSc8oj2dyHnIz+vTHSlIIyQBARxOUFDBXw4A1QHXPFJl2xsiTLovb9Q\nDTxFa2Itu65FC/yaiV3/X6gp0nb7d6N499Suhg60zJp8J8T3he8e0jZlim5VWGkiIzGKMH/0iFVV\nbbxq4gAYdXHnzxfkjBFa+8Vmd+l8NflOyDwGvn8UzDV+XJnoShLEBqmgDGItdfDRlVC1F2bO1QYa\ndAFtRraXF6qwMBh/Dez5Rer8hFcV9VYUBRKjOxnEWuth2b+0Xf4DT/TP4jrIE8S2NxML2g7taY9D\naQ5snOfXdYn2K6w0+a8eduf3ULJRy8Lq/DydLgi5g9gm+yXaI0wHZ/0f1B+QvRUhTILYIHWoJjZI\n/heV74K3p8G+Vdr0k/7HddmltZrYFl6oxl0JYXrJxgqvyuqtJEYbOj8N6dc3oP6gVlfazToVxAKM\nukjLQP34hIzh7GZF/hp0oKrw87PananR/m1zGKyM7nKCjmzucss4GkbPhFWvahO9RMgJkghJHM6d\niY0Khkzsju/gzZO1/npXfgrZXXurSquJbeGFKjYVhp0FGz6UDV6imYo6a+fba5mrtVrYIad3ay2s\nW6eDWEWBM5/R/j6veMGPK+v5yussvLB4Bw5n5zcDNVjtlNVZ/bOpK385FK2D4/+obVw6AnimOXa0\nnMDt1Me0RMgPf/XDqkRXkyA2SAVNd4INc2HupZDYH25eqg0b6GJRBl3rxftHXysbvIRX5fWWztfD\nrnpN60jQzbWwbgmdDWIBMidA9iWw8mWoKfbTynq+r3JKeGHxTjYVVXf6XF9s0H7uozPjO30ulv8b\njL1h7JWdP1eIMEZo740NHS0ncIvPgOPvgS2fwd6VfliZ6EoSxAapQxO7ujGI3fMLfHGXVgN4w/da\nINsNjAY91tZaqbg3eK15W9qliCbK662d60xgt8Cvs7V2bulj/bewTohzBbFVHdnY1dgpj2hDG1a/\n5odVHRn2lNUDkF9e36nzWO1OXl6Sx5i+CUwZ3MnNsSUbYdePMOk2CI/s3LlCiKcmtrOZWIDj7tJG\n9H77F61NmQgZEsQGKffErojuqok9uEPbxJU8GC55t1tHF7pbqTTYWvjEHRYGk+6AfSu1zQ1CuFTU\nWzuXid35vZaFnXCd/xbVSbowhdgIfecysQCJWTDqQlj3XxlH66O9ruA1v6yhU+f5ZH0hRVUm7pk2\nBEXpZL328hcgIi6gA2eCkdHQyY1djRmitQ2PJRu0aV4iZEgQG6QsNgeKAhH6bvhfVF8Ocy+BsHC4\n/COISuj6NTTiaaXS2ovVMTdoAfd3D2vZJXHEszmcVDXYOjetK+cj7TbtgJP8ti5/iIsKp6azQSxo\nt1GtddrQENGm/PIG1z87nom12p28+lMeY/smcNLQXp1bUPku7Tb4hOsh0g9lCSEk2l1O4I9MLGht\nyTKOhsV/kw2PIUSC2CBltjuJ1Os6/ym9vWxmmH851JbCZfO1bE03O9TUupUXK104nP53KN8J6/7T\nRSsTwayywTVytqOZWFOltqkx++Kga1nUodGz3qSO0jasrZ4NNlPnz9eD2R1OCiq0INZdVtARC9YV\nUFRl4t7Thnb+9X3ly1qyYdJtnTtPCIoOd3cn8FO/47Aw14bHUm0jpwgJEsQGKbPN0fXttVQVvrgT\nClbDBbOh7zFde/0WuHehtlnAP/RMGHAiLH1abo8KyutcQWxHa2K3fA4OK4ye4cdV+UdCtJ+CWNCy\nsQ1l2khd0aLCShN2p4rRoPOaiT1QY/bsZWiJxe7g1Z/yGN8vgROGdKIWVlW1/18bPoSxl2tdWo4w\nel0YkeFh/svEAvQ9VsvIrnwJqgr8d14RMBLEBimT1dH1nQmWPg25H2stR4Jo7ra7H2CbL1aKAmf8\nQ2uJ9POzXbAyEcwqXCNnO1wTm7MAUoZBWnBs6GosPiqcKn8Fsf2Pg8xjtTduhx8Dgh5mjytwnTIk\nhaoGG1WuTD+Aw6ly9kvLuOC1lZ7fu8M5nCp/+V8uJdXmzmVhzTXw6U3w+R3aCOQg6F3cXWIjwz13\nXPxm2uPaPxc/7t/zioCQIDZIme3Org1iN87XRhaOuxKm3Nd11/VBlCeI9eG2UeooGHcVrHkTKvYE\neGUimJW5Rs6mdKQmtmof7F2hZWG7uqTHB34rJwDt+5tyr/Y9b5zrn3P2QPmuEoKTh/UGmpYU7Cmr\no6zOytaSGi5/a3WzQNbhVLl/wQY+/b2I+08bytQhHayFrSqAN06ATZ9q3SWu/hyMyR07Vw8wIMXI\nroOd6xTRTEJfrVvBpk+gYI1/zy38ToLYIGW2ObpuU1f+Cvj8Tm2k5vR/B92bdrtbqZz0F6159S//\nDOCqRLA7lIntQDlB7sfaP7Mv8eOK/MevQSxopTj9JmsN3+vL/XfeHiS/rJ6Y/2fvvMPbKs82/juS\nLNka3nskcRI70yaLxGFDmAl7Bih7tYwW2vJ93d/X0q+0pZRZ9qbMUnYoK2EFMgmJs4gdj8QrHvKU\nh2xJ5/vjlRQPyZbkI8/zuy5fhsg+57UtHT3nee/nvg06lkyLE//fS1JQWCl8Y3975lzKGtq57MmN\nVDR20NTeTWN7Nz99fTtvb6/mztNmcduKnNAW4HLBOzeL5Lir18Bxd4ro1ElMboqZoto2ZKWtFY++\nHcypquXWOEAtYscoXT1ObwcyrFhL4LXLIT4bLnkRdMM0hg8DXoutQAX80Wmw5DqRDd+wP4wrUxnL\nWG3daKTD4QABI8uw4zWYctSoeSMPRXRUBN0O15AazIDRaODM+8DeCp9M3u3pwSi3djAt0UhWvBFJ\n6muztbOqhagILVcfNY2nrzqSsoZ2jv3rZyy86xMW3fUJ72yv5r9On8UtJ84MfQFbnxbe3af9H0xd\nrsBPNP7JTbHQ1uWgtlXhtEaDWcjqqrbCrn8re2wVRRlbI7cqXuw9rvAHHXQ0wksXgqSBy16HqLjw\nni9EPH6AQQn4j7kDvn0WvvgzXKDaB01GrG6PWI0myJ2Fuj3QsE8UdWOUWOPh1C7FZEfJc+CoH8P6\nv8MRl0L2scocd4JQbm1nfkYMBp2W9JioPp3YnZUtzEuPRquROCYnkbduPprNZYc72lMTTV4ZQkg0\nlsEnv4MZK2DRVcP5MSYUOckWAIpq20iNUTjo4YhLYfPj8On/wOxVwktWZcyhdmLHKJ3hdifo7oBX\nL4eWKlj9iujEjlGivBZbQXSdzEmw9EbY+QbU7Q3TylTGMlabnYRQpAR73wMkkdI1RolRInrWF8fd\nCbFT4f07RFqZCiA8hyubOslOMAFCi+nRyDpdMrurW8nrFR87Nz2aq4/O9n4Mq4B1ucQQlyYCzn5o\nzMm9RpPcFDMgiljF8VhutVYJKzOVMYlaxI5RhMVWmDqxPZ3wyurDVlpTloXnPAph0GnQaqTgrVSO\n/gnozcJ1QWXSEXJa1973hD7UPIzCI8zEKBU92x+9EVb9Xfgtf/Ogsscex1Q0duB0yUxLFEXstEQj\nZQ3tyLJMSb2Nzh4neRlhChvY/LgYMjz9bojJCM85xikJZgMJJj3FtWEKJ5h6FMw9B76+H1qrw3MO\nlWGhFrFjlC5HmIpYT5hB2ZdwziMidnKMI0kSRr02MHeC3hjjhQn4nnegent4FqcyZrG2dwef1tVY\nCrW7YM7Y7cJCGDuxADkniy70+vvBVqf88cchHulAdqLYUp6WYKK1y0FTR493qCs/MwxFbMN+kSCV\nc5rwg1UZQE6KmaK6MHRiPZzyB3A5YO0fwncOlZBRi9gxSldPGCy2HHZ47QdQsg7OeRgWXKrs8cOI\nSa8LfLCrN8tvgah4+Pg3YmBHZdIg5ARBFrF73xefx7CUAMJcxAKc/HuxY/P5n8Nz/HFGmXuIa1ov\nOYH493Z2VbVg1GvJTjQre1KXU7gR6Axw1gOqjMAPuSkW9tfalHco8BA3DQpuFoPCVd+G5xwqIaMW\nsUHQYLPz67d2YrOH3xBc8cQulwve+iHs/0RcEBf+QLljjwBGvTZwi63eRMUKy63yr6DoQ+UXpjIm\n6Xa4aO1yBJ/W9f37kJo/Zl0JPMRGieI8bEVs4kxYcg18+xzUF4XnHOOI8oZ2LJE6rzzFIysob2in\nsLKZ+ekxaIMdIByKDf+Aik2w8h7huKLik5wUC212BzUtXeE7ybE/A1MSfPgrtRkyxlCL2CD4fF89\nL206yJrC8GtjFNXEyjJ89CvY/abosCy+WpnjjiBGQwhyAg9LroGEHPj4t+AM05u+ypjCk+ITlCa2\n7ZAoGuacHaZVKYclUockhbGIBTj+FxBhhLW/D985xgnl1namJZi8KVtZcUY0EpTU29hT03eoSxHq\n98G6P4odgTHqVTxWyE0O43CXh8hoES5RsRF2vxW+86gEjVrEBkFFo9hSer+wJqzncbpkepyychZb\nXz8Amx6FZT8Sw07jEKNeF3pGtjYCTr1LDKtsfVbZhamMSUJK6/reLSUY43pYAI1GwmLQ0aJ05GZv\nzElwzE/E7+XAN+E7zzig3Nru7b4C6HUaMuKiWLu3jq4el7JDXfY2eONa0JuEzZsqIxiU3BRhsxW2\n4S4PC6+AlPkiEKQnjF1flaBQi9ggqGzqBOCbEqvffGwl8BiYR+kV+PMUfyJ87uadD6f9adxeEEMa\n7OpN7ukikezzu6GzWbmFqYxJQkrr2vs+xM+ApNlhWpWyxBgVTu3yRcEtYEkTuxiTaBv12wNNbClv\nBIQ0paqpk+yEvj6h0xJM7HN3/xTrxLqc8MZ1whbwgqfGtEPGWCHOpCfRbAhvJxZEOtrpd0PLQXj3\nNnCE8QZSJWDUIjYIKps6iDfpcbpkPtp9KGzn8RSxisgJvvwbxE4RVlqa8fvnNul1tA9HiyxJIumm\nswn+fb0YWlGZsFht4g0mYHeCziahm55z1ri50VM8etYXeiOc+GuRXLTn7fCeawxx5xs7WP3ERt4v\nrOZgYwcumT6dWDg83GU26Lz+scPm499A8Uew8q8wc4Uyx5wE5KaYKaoLcycWIPs4ISvY+Tq8fBF0\ntYT/nCqDMn6rmlGgsqmT43ISyU40sSaMkoJOTxE7XDlB5bdCw7PsR2LCdRxj1GvpHE4nFiDtCDjr\nftj/KfzzQuhqVWZxKmMOq7sTG7A7QdHHwkZnzllhXJWyxEbpw1/EgrB2Sp4rrJ4mQfeprauH0vp2\nIrQSP3l1O49+XgIMLGI9TgXz0qODT4XzxZanYeMj4np95PXDP94kQjgUtIXPoaA3x90J5z4K5evh\nmTOg+WD4z6niF7WIDZAep4ualk6y4o2szEvlm5IGrLbwJNp09bgAMAzXnWDjP8AQPe6cCHxhMuiC\nS+zyx+KrxTbdwQ3wwjkieldlwtHYbkenkYiOjAjsG4o+BFMypC8K78IUZEQ6sSC2UU/5AzSVwdZn\nwn++UWZXlbi5vfeiBSyeEse/t1UCDOi2ejqxivjDVm2D//wX5JwqdoxUgiInxUx7t5PqcDoU9GbB\nZXD5G6KAfWixSFSr3zcy51bpg1rEBsihli5csphKXZWXjkuGD8MkKVBETtBSCbvfhkVXisnKcU6U\nXhv6YFd/8i6E1S9B7W54dqWYSleZUFht3cSZ9IF1yJw9sH8t5J46riQ30SNVxALMPBmyj4cv/jLh\nNeW7qsQW8bLp8Tx7zZEsy44nLSaSWGPfG6LZaRYitBLLZyQM74R2G/z7OjCnwHmPi5sGlaDwDHeF\nXRfbmxknwo++hkVXwc5/wz+WwiuXQvV3I7cGFbWIDZSKJuFMkBkXxZw0C9PDKCmwO9yDXcMpYjc9\nDsiw7CZlFjXKmPRaepwy3Q6XMgecdQZc/i9xJ/3M6dB0QJnjqowJrO3dgUsJDnwD9hbIPSO8i1IY\nTyd2RLZQJUl0YzsbRQTnBKawqoWM2CgSzQZMBh0v31DAR3cc57XX8pAWE8XW35zCSbNThnfC//wX\nNJbB+U+KlEGVoMlx22wVj2QRC8JPetXf4I7dwo/8wDfwxAmimK3ZMbJrmaSoRWyAeJwJMuOMSJLE\nqvw0NpZaqW9TXlLgkROE3Im12+Db54XfZewUBVc2ehj1OoDh62J7M/14uPId8cb8zOmqqfsEwmqz\nBz7UVfQRaPUw/YRwLklxYqIi6HHK7KlppaTeRqX7RjtspC+A/EtgwyMT+rWyq6qF+RmHd6+0g8hS\nPMlpIbPzDdj+Ehz3c5h29PCONYmJNepJshgoCrfNlj9MCXDCL+D2QjEIeeBrePw4ePE8KP18Ujl7\njDRqERsglY0daCRIi40EYGVeGi4ZPtunfLa4p1ALObFr+0uis7T8FgVXNbqYDKKgDym1azCyjoSr\nPwBXj7jgdIe5EFAZERrbu0kIxF5LlqHoP2Lq2KBwbGiYSbKIn2/Vg+tZce8XHPOXz/g8DNejPpxy\nl3AseOdmYQc1wWjt6qGsoZ38zNjwn2z/Wnj/DshcKoIlVIbFnLRoPt9XzwFr++gtIjIGjv8v+Ekh\nrPgdHNolZi+eOB5KPhu9dU1g1CI2QCqbOkmLiSJCK35luSkW9FoNJWGw9ehyDEMT63LB5icgYzFk\nLVV4ZaNHlLsTq5gutjep8+Gi56G1UkwHq4x7rLbuwNK6GoqhsVT4CI8zzsxP49HLF/HA6gXcf8kC\ntBrJ620aNiwpcMY9ULkFNjwc3nONAh497Hwlwwv643LCZ3+Cf14AMZlw4TOg1YXvfJOEX5w+G4fL\nxeonNo5uIQsi7vzYn8HtO+GsB4WO/MVz4bUrVDcDhVGL2ACpbOokIy7K+/9ajcSUBCNlDcq/WLxy\nglAstko/A+t+WDoxtLAeTHrxuxhW4MFgTDsaZq2C9feDrT4851AZEewOJ212R2BpXUUfis+5p4V3\nUWEgMkLLGXlpnLMgg3MXZpCbYqGwcgR8K/MuFHGo6/5vwk1k73T//hRN4OpNazX883wxILfgMrh+\nLcRmhedck4y56dG8fH0BXT1OLnl8I+VheG8OmohIWHwV3LIZTvyNCB96eClsflKVGCiEWsQGSGVT\nB5m9ilgQPoHlYbjj87oThJLYteUpMCbCvHMVXtXo4tHEttvDuIV5yu+hpwO++HP4zjEC7K+zccI9\nn3HQOjmlEZ6gg4DSuoo+FFGSE0A7npcRza6qlvAPekmSiEPVm+Dtm8EZht2RUaKwqoXMuKjAuvjB\n4HKKwuXhpXBwI5z9MJz7iJBmqCjG3PRoXr6hgG6nix88vQmXa4wUihGRcPydcOsWmHYMfPBzYcul\nxtcOG7WIDYBuh4ua1i4y4/pecLITjRywdij+QgnZYqvpAOz7j/BCHefhBv3xaGLDIifwkJgDS66B\nrc+KbeZxys6qZsqtHbz5XeVoL2VU8OyOTE0YokDoaBQFxTjswvoiLzOWpo4e7xBqWDEni6nsqq3w\n8a/Df74RYldVi/Jd2EO74OlTReGSuQRu3gCLrlD2HCpe5qRF85MVOVQ2dVIfJi/3kInNgsteh+P/\nW8yuPHu6sMNUCRm1iA2AmpZOZBmy+nVipyaYsDtcHGpV9m6qK9TErq3PiC7JkmsUXc9YwKj3DHaF\neZjk+F9AhBE++Z/wnieMeBwzwpkqN5bxeEXmpAwxqLV/LcjOcWet5Y98d/Hl0XWGnfkXQMEtsOkx\nkTY1zmnp6OGAtYM8JcILQERbf/q/YqinqQzOewKueAvipytzfBW/TIkXN7Bhd+wIBY0GTvwVXPIS\nNOyHp08TunyVkFCL2ADoba/VG09ii9Lam64eFxoJIrRBRBn2dMK2F2D2KjEsMME4bLEV5q1LcxIc\nczvsWwPffxDec4WJBvd2enGdbWTNv8OAze7gjte2c84/vvZ+eGJA/VFUayPWGEGSeYjdiG3PQ3SG\nGIKcAMxKtaDTSBSOVBELcOpdImXqgzvH/fT1rmoF9bCln8MjBbD+PshfDbduhSMuEU0GlbCTFS8a\nTiOyKxEqc86Eaz4QErbnzgTr4Nc1Fd+oRWwAVPYKOuiNJ0u7TGFdbFePk8gI7QBz7UHZ9abwO116\no6JrGSuYRkIT6+GoH0NKHrz3E2i3hv98ClPfZic6UodGgvfHcTfWZndw9TObeXdHNdGROmKjIujs\ndnDvx/uoaPTfYSmubSM32TL466emEMq/Eq+XcZTSNRiREVpmpVpGrhMLIl3qgqchaRb86yo4sGHk\nzq0whUoMddnb4L3bha2SpIWr3oNz/6GGGIwwGbGi4TTYdWJMkJYvniOOLnhulejMqgTFxLh6h5mK\nxk60Gom0mMg+/54WHYlBp1G+E+twBp/W9e2zkDQbph2r6FrGClH6EdDEetDp4bzHoLMJ3r993E2R\nNtjsZCeZWZodz5rC6pFJdFKYtq4ernpmM9srmnn40oW8eN0ynr92KS9cuwyNRuLhdb4v9rIsU1Tb\nNrSUYOOjEGESk8MTiPzMGAorR2C4qzeR0XDpq2CIFhq/N66F5oqRO79C7KpqYUq8kVhjiENdZV/B\no0fBt8/B8ltFJGn2cYquUSUwovRaEs36sd2J9ZA6H656X8RfP7dS3GCrBIxaxAZAZVMHqdGR6LR9\nf10ajcTUBCNlDcre7XX1uIIb6mquEL6NR6yesNtVep2GCK0UPout/qTOh5N+DXvfhZ3/GplzKkR9\nm50ks4FV+emU1Lezb5xJCuwOJ1c9s5kdFc08fNlCzshL8z6WGhPJZUun8Ma2Sp/uC3Vtdlq7HN4s\ndZ+0HRJ/04WXQ1RcOH6EUWN+RgwtnT1UNI7wm3fcVLhlkxhY+X4NPLwEPv29uBEco9gdTv70wV5+\n+WYhv3yzkK9LGkLrwsqySDF74WzQ6ODaD+G0/4OIqKG/VyVsZMQZx0cRC5AyV0gLNDrRkS37crRX\nNG5Qi9gAqGzq9Gps+hMOm63mjm4skUGYX+99T3yec7ai6xhrGPW6kStiQcgKspaJqeLW6pE77zBp\nsNlJsug5fV4qGmn8DXhtKLGy7WAzd5+fx+nz0wY8/qMTZqDTSDy0bqCDREBDXVueApcDlv1QsTWP\nFfIzRNLUzpGUFHjQm8TAyq1bxbVo/X1w/xHw5T0iCnuM8VVRA098WcrHu2tZu7eOSJ2WlXkDn2+D\n4uiGd2+Dj34Js1bCTV/BlILwLFglKLLiosbmYJc/kmbBdZ9AdLoIwtj91mivaFygFrEBUNnUOWCo\ny0N2oomD1g6cCtpsDXY+n+x9V3hdJsxQbA1jEZNeS7t9BD0pNVo491GxzfPOLeNCVuB0yTS2d5Nk\nNpBkMVAwPYE1hTXjSlKwodRKhFbizPx0n4+nREdy2bIpvPld1QApjyc73W8ntqdTTNLPWjkhXy+5\nqWYitBKFVc2jt4jYLLjgSfjhehEisu6P8Pe5sOZnULNj9NbVjw2lVvQ6DV//4iQ2//pkNv5qBavy\nAyxiZRkOboLnz4LvXoTj7oSLXxx30cUTmcw4I1XNnYq+N4edmAy45j+Qvgj+dY3Y1VAZFLWIHQK7\nw0ltW9eAoS4PUxNMdDtd1LQos20hy7K7iA1wK6rtkPC6nOBdWBA6pxHtxIIodE75A5Ssg61j30bI\n2m7HJUOiRUzmr8pPo7Shne8PjR9JwcbSRhZkxXp10L740fGebmxfbWxxbRvxJj2J/pwJdrwqBiCX\n36zkkscMBp2W2anRIzvc5Y/U+XDpKyKVatbp8N0/4fHj4MkVULtntFfHxlIri6fEBSfdcrmg8F/w\n5EnwzKlQv1cMtp30mwkzIDhRyIyLoscpU9c2MoECh1q62F6hwM2jMV5YsaUvhH9fD9XfDf+YExj1\nVTcE1c1dyPJAey0P0xLFv5crpItt7ujBZncEXsTufQ+QYe7EL2JNBt3IDHb158jrYfqJ8PFvx7wN\nSkObsNfyFHGnzk0F4Mui8RGl29bVw66qFgqmJwz6dcnRkVy6dArvbK+iqb3b++9FtW3kJPvphrlc\nsPERSDsCph6t5LLHFHmjMdw1GJlL4Pwn4Gffwxn3QPMBeOIEoSN1uUZlSc0d3eypaR3yedYHWYY1\nP4U3rwd7K6y6F366V8Twqow5PO+hI6WL/d07uzjvka9541sFwgv0RjEsaUyAl1dDS9XwjzlBCaiI\nlSTpV5IkFUmStE+SpHP6PfYTSZL2SpJ0QJKkFyVJCkLMOfbxaGr6Bx14yFbYZsvzgsuKD1BOsPdd\nSMgRzgQTHKNeG/6wA19IEpzzD9BEwNs/EhGSYxRPQk2SuxObZDGQbDF4t9nHOlvLm3C6ZJYHUFxc\nuDgTh0vm4z2HALGLUVxr8y8lKFkLDUXCoH+CDkCCsIhq63JwYKzFDkfFwbIb4UcbYOYKoSN98dxR\nkRhsLmtElmH5jCCK2PX3CReYo38Ct2wRN7d6U/gWqTIsskYw8MDpktlQakWnkbjzjR28vlUBdw5L\nikj36m6Hly+BrtbhH3MCMmQRK0nSicA5wBHAycCDkiT1bnW0uR+bAaQAl4RhnaOGN+jAT1GZYokk\nMkI5my1/nrQ+abdC+deiCzuB35Q9mPSj1IkFoVVaeQ9UbIIv/zY6awiABndaV+/t9NwUC8V140NO\nsKHUil6rYdHUoV0D5qVHMzXB6PXCPdTaRZvdQa6/oa4N/wBLGsw7T8kljzk8E/ajMtwVCOYkWP0y\nnPUAVG0TEoMXzxcWVSPUPd5QasWg03BEVoBuBIX/grW/h7yLYMX/qtKBcUBGrHgP7e/UUdfWpbhO\ndm9NK21dDv547nyOmZnIf/+7kKfXl7G1vJGt5Y0UVjaHtjOSMhcufk7IVp5bBW21iq57IhDIK3EJ\n8Kksy52yLFcAhcAyz4OyLD8jy3K3LMsO92MTytW5qkl4xKZYfGvsNBpJOBQoVsT6Tgfzyb41t3a1\nAgAAIABJREFUIjZzEuhhwa2JHYmwA3/kXwz5l8DnfxqzgvuGfp1YEJP6xbU2XONgwGFjqZUFU2ID\n0ilKksSqvDS+KbHS2N7t7Tbn+OrE1u6G0s9g6Q3CB3gCk5tiIUIrsadmDHduJAkWXw137IIVv4ND\nhfD8mSKi9buXoCe8OsaNpY0smRaHYahob1mGPe+IHZhpx7p3ZNQCdjwQGaElyWLo04mta+vi2L98\nxk0vbsXuUO69ZEOJCMU5YVYyT165hGNzkrjr/T1c+NgGLnxsA2c//DVvbgtREjDzZLj0NSFle/oU\nNRChH4G8GncDp0qSZJYkKQ1YCCT1/yJJkozAKuA9H4/dKEnSVkmSttbXjw9tnocGm514k36AR2xv\nlLTZqmjqwBKpIyYqYugv3vMuxE4RGr9JgGmkLbb6I0mie5S+EN68Eer2jt5a/FDfZicyQoOp11BU\nboqFzh4nVc1j2zOxNUA9bG9W5afhdMl8tPsQxW57LZ9ygo2PQIQRFl+j1HLHLHqdhtSYSKrH+N8b\ngKhYOPZncPtOOPM+cNjhnZvhvrnw2Z+go1HxUzZ3dPP9oVYKsod4njUUw0sXwetXQvIcuOSfoBsi\nylhlTJEZF9VHE7uhxIrd4eLTvXXc/M9tihWyG0utTE80kRIdSWSElqevWsKrNxbw4nVLefG6pcxN\ni+bBdcU4nCFqwHNOhqvfE9KCZ06F6u2KrHsiMGQRK8vyB8CHwFbgH4hua58sTkmSNMALwEOyLJf7\nOMYTsiwvkWV5SVLSgPp3TGNt7ybBNHjnZlqiiYpGZaw8Kps6yQqkC9vZLPK550wOKQGA0aClvZec\nYFQGVyKi4JKXREH0yqVheZMdDsIj1tAnctWzvV40xkMPtpQ14pIJSA/rYW5aNNmJJtYU1lBU20ai\nWU98/9errQ4KX4cjLp008Z9pMVHUNI/MVLYiRETBkmvh5o1w5buQuRS++AvcNx8++rWigy0bS4fQ\nwzp7YO1d8MhyIR867W64YZ0ouFXGFVn9Ag82llqxROq465x5rP2+jh8pUMg6nC42lzWyrNd1K0Kr\noWB6AsfmJHFsThI/PSWXA9YO3vxuGM/jjMVw3cciafCV1aq0wE1A+yKyLP9WluXZsiyfD2QC33se\nk8S75VPAHlmWHwnPMkePxvZuEsxDFLEJRrqdLkU6H5VNHYHpYYs+AlcPzD1n6K+dIHg6sbIsI8sy\nFz++gb9/vG/kFxKTIboyrVXw2hXQPXYGaOpt9gH2UjOTRWdyrA93bSgRvp0LpwReLByWFDSwuayR\nnGQfXdgtT4OzGwp+pOBqxzZpMZFUK2T7N6JIEkw/Hi57VRS0c84SEcH3zYPnzoRvnx/2jePGUiuR\nERryM308z5oPwrMr4au/CdeB274VdmzaAHbGVMYcmXFRVPfyit1QYmVZdjxXLJ/Gn87LY933ddz7\ncdGwzrGnppU2u2PQIcEVc5LJz4zhoXXF9ITajQVh+XjpK9DVInYIHN1Df88EJ5DBLp0kSSb3f98I\nlLm1sR4eBQ7Jsvy7MK1xVLHa7MSbBt9CmuZxKBimLlaWZSoaAww62PuuGFLJWDKsc44novRanC6Z\nbqeLolobW8qb2FU9Srq/KctEEMKBr+G1y8U26BigoU0EHfQmJiqC1OhI73b7WGVjmZVFAephe7Mq\nPw2XDOXWjoFDXR2NsPkJyDkNEnMUXO3YJi0mitrWrnGhg/ZL8hw4/3H48TYRZ9taDe/9GO6ZAY8d\nA2t+Drv+HXQa2MZSK0umxqPX9Xr7c/aI4a3HjoH67+HCZ+G8x8CcrPAPpTKSZMYZcbhkDrV2UdPS\nSbm1wytXumzZFI6Zmcg3JQ3DOsfGUrExXZDtf5dHkiRuPzmHisZO3tw2TAuu1PlCm12xET787+Ed\nawIQSCfWCGyXJKkS4VJwoyRJ50mS9HNJko4BbgQuliRpv/vj0nAueKQJRE7gsdkari62sb2bzh7n\n0J1Yuw32fyq6FJNoyMCj8+ywO1lTKGJgmzpG8U4070I4+yERhPCvq8Ub4ShTb7N7gw56k5NipmgM\nOxS0dPSwuzpI3043s1MtTE8Sr8EBQ11r/yC6Fit+q8Qyxw3psZH0OGUa2sfGzdWwiJsGJ/5SdEVv\n/FykY0XFw/aX4Y1r4d5Z8M6tIkFrCIlRY3s33x9qE10zlwsObID3fyqO8eb1ED8DbvoS5p8/Ej+Z\nSpjxesU2dhwuNntdY/IyY9h3qI2untAlBRtKrExPMpEcHTno1504K5kjsmJ5aN1+uh3D9Eeef76w\netv6DGx7YXjHGucM6ekqy3Ir0L+F0TvUd8JWUXaHk7Yux5BFbLLFgFGvHXYn9rAzwRBF7P5PwNE1\naVwJPBgN4ulqszt4f6ewVeptdD8qLLpC/C0++Dm8ejms/Kt40x0FHE4XTR0DO7Eghp1e2nQAl0tG\noxl7GurN5W6dYghFrCRJnJmXxoPr9vcd6qrcCt8+BwU3Q2qecosdB6S631APtXSRbBn8zXXcIEli\nqDJ9ofh/pwMqN8P2l2DXmyL+1ZwC2ccLSULKPOFNGxUHuihw9fDxtyXMk8q5wPoFPPABtFSIx2ad\nIeyzck5RpQMTiMNesZ1sLmskJiqCuWnR3sfzMmLoccrsO9TGEVnBa54dThdbyps4Z4HviOzeeLqx\n1zy7hbe/q+LiI7OCPl8fVvyPuMat/YNwzZmkQ4cTKphAaZraRWctwV+EpRtJkkiyGGgcZkEVcNDB\nnnfBmAhTjxrW+cYbRncndtvBJkrr27FE6ob9O1eEpTeIDtDHv4GHFsPCK+C4n0NM5oguo7G9G7lX\n5GxvclPMdPW4qGjqYGrC2DNo31AifDsXBKGH7c2VR03DJXNYT+t0wPt3gCVVdPEmGeluj8zq5i7y\nR/ZpOHJodeIaOPUoOP0vQmK1f62wUtv5us9vWQ2sNoC8WysCF1b8ThSwBj8BGSrjmvRYcQNX0dTB\nhlIrS7Pj+9zE9/ZUDqWI3VXdis3uCHgH6YTcJGYmm3nzu8rhF7EarXD2+Of5sPstOGL18I43TlGL\n2EHweG4OmHb2gUmvo90+PCP+CrefXcZgndieLij+WGxla4LTDo53THrxdH3j20o0Epy3MIMXNhyg\nx+kiYhALtBFh2Y0w50z46l4xfPLtcyJFLWORmCqdtRKi08K6hDp30EGSj0FEzzZ7Ua1tTBaxG0ut\nLJ4agG+nHxLNBn5+2qzD/7DlKeE9etFzk7JASYsRb94143G4KxQMZlhwmfiQZajbA03lwsWls4m9\nFbW8vbOe9PgYVh83H8OcM8CUONqrVgkzBp2WlGgDm8saOdjYwdVHTevzeGZcFHHGCHZWhhYM4kui\nMBieQdQH1xVT16bALsn0E0Vi56bHJ20RO2GlAErg6fIN5U4AYI7U0dY1vCK2sqmDmKgIoiMH2c4q\nWQfdtkknJYDDndj1+xs4akYiM5PFEE9zx+hrUQGIThd56j/eBif8AmKzhIvEmp8K38sXzoUdr4bN\nyN1X0IGHnOTBbba+PdDI3z7ap3iSTSA0d3Sz91BoeliffL8G1v0RZqyAuecqc8xxRrxJj16n4VDL\n2LLZ2lLeyINri8NrjydJQkowexUsvJwPoy9g1fYCCqdczUW3/h+GJVeoBewkIjPOyAY/xaYkSczP\niAk53W5DiZWZyWaf11x/rMpPQ5bhw12HQjpnHzQaWHojVG8T0oJJiFrEDoLVPRQxlCYWwGzQ9fEw\nDYXKps6h9bB73oHIWMg+bljnGo+Y3JpYWRYXgjij+LuM6nCXL2KniCL28n/BnftFzvqxP4fGEnjr\nJmFW3Vqt+GnrfUTOerBERpAe49uhYEOJlR88tZmHP9vP+4XKr2soNoWSY++L9gYx6PPqZUKXfNb9\nk8ZDuT+SJLlttsZOEbu+uIEfPLWJv39SREm9MuEwQ2F3OPn9e3uYlx7DM1cfiVGvbj5ONrLiopBl\niDVGMDt14K5MfmYMRbWhDXcV1baRnxFgdLGb3BQLuSlmb1z2sFlwKegtohs7CVGL2EGw2tyd2CEs\ntkAUsbZhd2KHCDpwdMO+/4it6Uk4fBDl7sRqNRKnzUv1yjxGfbhrMCQJknLhpF/Dj3fAxS+K+MAn\nV0DNDkVP1eB+vvoqYkFICvp7xX6zv4FrnttMZlwUOclmHlhbPOLd2A0lHt/O4N4MaKsVne11f4TX\nr4KHjxR68RN/Azd+Jm4mJjGp0ZHUjJHUrq+K67nu+S2kuAfOPJ2xcPPalgpqWrr479Nne68fKpML\nj2Xlsn56WA95GTE4XDJ7g4xpdjhd1LZ2efXnwbAqL50t5Y3Utipwk2mwCBnN7rcmZQCCWsQOgrW9\nG51GIjpq6Lt3k0GHzR66TYcsy0MHHVRuBnuL0F5OQjya2KNmJBBv0g+7E/vN/ga+O9ik2PqGRKOB\nuWfDtR+K4vaZM8SFR6Gt1fo2O0a91tux7k9uipmSepu3SP16fwPXPr+FKfFGXrmxgJ+ekktpfTvv\n7lAuHSkQPL6dAetha/fA27fA/fNFZ/urvwv967Sj4YdfwfF3TsqbvP6kx0ZR068Te9Dawce7FdjG\nHIK1e2u5/9Mi7v+0iL98+D3XPb+V7EQTb918FGkxkV4t4XDo6Hbwr60VfjtoXT1O/vHZfo6cFsfR\nMxWSqqiMOzzvqf6cT/LcoRe7gpQU1LXZccmQFhu8rnVVfiqyDP/ZqVA3dumNIvzo2+eUOd44Qt1b\nGYRGWzfxJn2fCE9/WCJ12OyhazMbbN109bgGL2KrtonPWQUhn2c8E2eKIDvRxA8KpgKHB+4a20P7\nvf/qrZ1Ut3Tx5JVLOD53BOOQU/NEjOUrlwp/2ZzT4Iy/QHz2sA7riZz1R06KBbvDxcHGDqqaOrnu\n+S1kJ5p46fplJJgNnDYvldmpFh5cu5+z8tPRjcCwnMe38+enBjD01tEoHAf2vC1ifxddBYuvgsRZ\noBta8jPZSIuJpLa1C6dLRuvuQD24rph/b6vko9uP62tHpiCyLHP7a9v7zAgsyIrlmauPJN6kp2B6\nAl8V1yPLckDXVl90dDu45tktbCpr5FBLF7etGBhk8ermg9S22rnv4gUhn0dl/LNoahyp0ZGcNDvF\n5+PpMZEkmPQUBjnc5blBTI8JvhM7M9nC7FQLa3bWcPXRw7vuA5A4E2aeDFufFv6xERPEVi8A1E7s\nIFjb7UPaa3kwG3R09bhwhBgpV+l2Jhg0rat6m9giNU3OroJBp+Wzn5/AafNSAaFxgtA6sU6XTGVT\nJz1OFze8sJXP99UputYhsaSKHOxT/yhSv/6xDL68Rxiwh0iDj8jZ3niKlme/LhtQwAJoNMLHsKyh\nnXe2j4w2dnOZ6MgNqYct/RwePQr2fQAn/BLu2A2r/iZuCNQC1idpMZE4XDJW2+HAg52VLcgyPPBp\ncdjOW9PSRVuXgz+cM4+yu1dSdvdK3rr5KO9N5/LpCTTYutlfF1oMcrvdwdXPbmFLeSMzkkw8+VUp\nrV19b2S7epw88nkJS7Pjh6+1VhnX5KZY2PirFUxJ8P3eGupwl8f5IzUmtIJxVV4aW8qblBu+POo2\nsNUK3+RJhFrEDkIgaV0ePFu47UFICkrqbd6tMG/QQfwgd3XV3x02+lYhMkKLUa8NySu2trULh0vm\n56fOIifZzI0vfMtnYSpkCyubfetMtRHiwnPrFuFVue6PYns8xDzs+ja7z6ADDx6Hghc2HGB6kpmX\nbygYcJN26txU5qRF89C64pBvyPqzv66NDj9DjxtKrERFaMnL8OPR6OiGj38rnB0MFrh+rRiaM/qP\neFQRpLk7RJ7hrs5uJ8V1bcQaI1izs4bvD4UnstnjgJGbYkGSJO+HB8+EeH9JwbaDTXy0+5D3o8E2\nMG3MZndw9bOb+fZAEw+sXsgDqxfS2uXg2fXlfb7u5U0HqWuzc/vJOWoXVmVI8jNjKK6zBTXcVdMc\neicWYGW+2H36QClJQfbxkHkkrL9/TKRHjhRqETsIVlt3QPZaABZ3EdsWoKSgrrWL0+//ksuf2kRb\nV4/XI9ZvJ7ajUfgeqkVsH+KM+pAGuzw3DfMzYnjp+mVkJ5r47du7lF4e2yuaOfvhr3nyq1L/XxSd\nLvxMV/xOmLS/fDHYg4+IbbDZSbT4f76aDDpyks3MTbXwyqXZxDfugG0vwpqfwZMnwV+mofnLFN5r\nu4T3baux3Z2L/NgxooDc/Zbf4w6G1WZn5QPrefqrMp+PbyxtZMm0uL459t4fqBiePhm+eRAWXw03\nfgFp+SGtYzLi0ep5hrv21LTgkuHXK+dgMejC1o0tdg8P+pMrZMVHkREb1We4a3d1C+c/8g03vfit\n9+Osh9ZT3isF0WZ3cPUzm9l2sJkHVi/grCPSmZ8RwylzU3hqfSktneLau6nUyt8+3kfB9HiOmqFa\naakMzfyMGJwumT1BDHfVtHRh1GsDmpnxxYwkM3PSolmjVBErSSKSueUgFL6mzDHHAaomdhAa27sD\nCjqA4DuxG0qt9Dhlvj3QxFXPbCYzzkicMQKzn6Ecqr8Tn9MXBXT8yUK8SR+SnOCwfCOKWKOeFXOS\neeLLUsVjWd/bIbbln/iylCsKpvodukKSRPqKORXevQ2ePQPOuAemLg/oPD1OF00dPSSZ+21t1e6G\nz/8sLL16OvhQsqGx1SE90msLS2+BtCNg3vmg1aPTaCk60EjJwUrm2hzM7alA+tfVwt5t5b1ByVk+\n2l1Lt9NFSf3ArWOrzc6+2jbO7h/ZKMuw7Xn48Jegi4RLXpq0w4zDwdOJ9Wj3PIbux+Ykcc3R03hw\n3X72VLcyNz3a7zFCoai2jUSz3u+1U5Iklk2P5/N9h3WxD3xajCVSx4vXLSNCK2G1dXP7a9tZ/cRG\nXrmxgESznquf3cL2imYeunQhK/MOa6hvPzmHVQ/W8sz6MpbPSODa57aQFhPJg6vVG36VwPA4o+ys\nbGHRlLiAvqempZPUmMhhdfrPzE/jno/2Ud3cGZLLwQByToXUfBG6c8SlkyIQSS1i/dDV48Rmdwyq\nMeyNOVL8KgMd7tpYaiU6Usfd5+fzk1e/Y9vBZm8Enk88RWzaEQEdf7IQZ9LTGELYQUWj6E5luC8c\nSRYDDpdMc2dPwDcuQ+FyyXyws4bpSSZK69t5fkM5N58wc/BvWng5mJOFrODZ02HKcjjmpyLTfZCL\npccOztuJtdvg87th46MQGSM6+JZUtHoTmJIgdqrQVyfMgPgZwjmhF4uArz4t5s5Pi7hwQQp/zf8c\nzRd/hvL1sPgakT5mThXfn5jrd21rdooi3tP57s2mskagnwF5R6Mo4r9/X2yPnfd42JPOJipxxggM\nOo1Xu1dY1UKSxUBKtIHrjpnOs9+U88DaIh6/Yomi5y2qs5GTPPjQ2PLpCby5rYqiWhs9Thcf76nl\njpNzWdAr+vPlG5Zx2ZObWP3EBlJjothd1cLDly7kjLy+z4d56TGcNi+Fp74q5YkvS8mIi+LlG5YN\nPw1JZdKQGh1JotkQ1HBXTUtXyFICDyvzRBH7wc4arj92+rCOBRzuxr5+hdg9y7tw+Mcc46hFrB88\nOstACxpPBzVQm60NJVaWZiewKj8NrUbi1pe3MdWP8BwQRWz8DIgKLVt+ohJvjOiz5RgolU0dJFsM\nREaIO1XPzUqDza5YEftdRRM1LV08sHoBb31XxRNflnLl8mn+u+0eck6B23fBthfgm4fg5YtEB/6k\n38CMk3wWjH2CDqq2wWtXQGslLLoSTv59SBrSn5ycg0aCez8pYmH2RVx+0xnw7o/hy7/2/UJzqgjf\nmHaMiNpNzAFjPA3NLdSU7qJA00x9Y+6A428pbyQqQnvYH7b0C3jrh9BeD6fcBctvHVBcqwSOJEmk\nx0Z5NbE7K1vIy4hBkiRijBFcc3Q2D64tpqKxg6z4Qa49QSDLMvtr27hwceagX9dbF/tVcT3RkTqu\nOWZan6+ZnRrNKzcUcNmTG0UBe9lCTp/v+4bm9pNz+Wh3LTnJQusdTIKSiookSeRnxrCpzIrD6QrI\nmaWmpZPjcobnapOdaGJeupAUKFLEAsw+E5LmwJd/E7trE/waqhaxfjgcdBBkERtA4EFNSyfl1g6v\nVdTp81N5+5ajBy+eqr8TXTmVPsQOQxPb287MU8TWt9kVsx56b0cNep2GFXNSmJpg4tx/fM3z35Rz\ny4lDdGMB9EYo+CEsuRYKX4Uv/gr/PB+mHg0n/y9kLe3z5Z4hmGnthfDOtWCMg2s/ginDs2O7bUUO\nT39dxu7qVliWBzesFUMDtjqwHRJyhdIvoPQzoef1rt9MYreNde6ndEN3ND1brEQsvtK7xVVS305O\nkpGIss9g6zMiLjZhBlz6KaQvGNa6VQSp0ZEcaumi3e6gpN7WZxv+pNnJPLi2mD01rYoVsVXNnbR3\nO8kZ4jWUFW8kMy6KFzceYH+djZ+dkuszbntWqoV3bzuGpvZu5g+yUzUnLZq3bzma7AQTMUbVI1gl\neC45MoubXvyWd7ZXc8EQN2E9Thd1bXbSQnQm6M2q/DT++uE+t0+8Aq9DjUZ4Zb9xLWx+QryPTGDU\nItYP3sjZAAe7gpETeKZye1u/DHaBpq0WWqsgQ9XD9ifepKfN7qDb4fI9HOSHyuYOFmYd1j55Oje+\nJqJDwSMlOCE3CbNBx4KsWE6anezuxk7F4uMN2yc6veim5l8iOrNf3gNPnwJzzxXFrNtbtt5m52jN\nTnI+vh9iMuDKd8VnBZiWYOrb7dZGiGPHZEDGYrE+WYbGUrDuFwNZLRW8vqeT0p5Yjs2biX7TQxy5\n5nbY9izMPQc6m7ikag9Har6Hf1aBMQGO/anQBetNiqxbRQx3bSyxsqemFZdMH8nSTLdbRXFtm9e2\nbrgMNdTVm4LpCbzxbSWxxgiuPnqa36/LiI3yyn4Go7cUQUUlWE6dm8JctzPLOQsG98mua7Mjy5Cm\ngI51VZ4oYv+z8xA3HKdQN3be+bDjNfj0f2DGiZA0S5njjkEmdp95GAQTOQtg1gcuJ9hY0khMVARz\nUgMcqKjZLj6rzgQDiHN3r5uDGO5yOF1UN3eR1cvOLKlXJ1YJth5ooq7Nzqr8vgMoLZ09vLL5YPAH\n1Blg6Q3w4+/g+F9A8cfwj6Xw0kXw8iUs/eYmnon4G8RlwzX/UayABbHl5Uuy8fT6Mq57bguyLAuJ\nQ8IMyD0NjrqVumN+zy8aTkO/+Afo5qziou7/4fuj74P2Blj7B+TNT7LI8R32qFQ4/yn46V7hzqAW\nsIqSHhNFbZudHRXNAOT1ivY1G3RkxEYNiCIeDofttcxDfq0nQemGY6cHflOnohImJEn4ZJdbO3jr\nu8FTCz2OH0p0YqcmmMjLiOF9pVwKQFyPz35IhMK8eeOEttxSi1g/eDWxAXZiTQaxRRqInGBDqdVv\njrNPqraBpBFThyp9iPdGzwb+Ij3kTjHqvXUTHaVDr9VQr1Andk1hNQa3lMBDfmYs0xNNbDvQHPqB\n9SY48Zdw27di+rStBtpq0HRYWa9ZguaaNWIwTEGmJZiobuka4KH40e5DrP2+jo92D8zr/mjXIVyy\nmL7NjDcCEt/FnAy374Rf1VB6UwnL7Q+z5YQXIP8iUaSrKE5qTCROl8zavXWkRBtIie77ppuTYvYW\nnkpQVGsj2WIg1jj0dXNlXhq/PGM21yqRWKSiogCnzE1hfkY0D63bT88gPtkenXnaMAe7PKzKT2NH\nRTMVjR2KHA8ASwqcdb9ogn15j3LHHWOoRawfGtrt6LUar//rUOi0GiIjNLT7MXX3UNXcycHGjr4T\n2UNR/Z2I1jQM3d2YbMSZRAcnmMADb7BEL02sJEkkmvU0tIUWNNAbp0vmg12HOHFW8oAhrpwUM0V1\nChQN0elw9oPww/Vw05fcar6XZzNCG+AaimmJotg/YD18gZVlmWJ38XP/p0W4+oU5vF9YQ06ymdwU\nCykWAzqNJGzNNFrQG72d3akJauc1nKS7vWI3lzf6dD/JTbFQWt+uWLBFcV1bwJryKL2Wm46fQZR+\n4tsAqYwPJEni9hW5HGzs4K1t/ruxh9yOHx4v5uGyKk/h4AMPc8+B/NViyMsTWz/BUItYPzTahEds\nMB5wZkNEn7xwX2wsCTBm04Msq0ldg+AZhuvtFburqoVfvrnTd0oWh4vYrH4i+iSLQZFO7NbyRur7\nSQk85KZYOGDtwO4IPBlmKFwumeJaGzkBbOGGwjR3oVluPSwpaLB109TRw4KsWL4/1MbHew55H9tf\nZ2NzeaP359dpNaTFRnptzQDK3EVsdqJaxIaT1Ghxo+Z0yT5T0XKSzXQ7XRzo1wH6y4ffBx3FHO7n\noYrKSLBiTjL5mTE8uK6YFj87fNXNXZgNOp/DiKGQFW/kiMwYHvuihIsf28DFj23ghy9+G1SCmF9W\n/lXYKq75KbiUe98ZK6hFrB+s7YGndXmwROqw2YcoYkutxBkjmBXoBHxrFbTXqUWsH+Lc25a9O7Hv\n7qjmlc0H2V3t2/OvorEDSRp4F51oNtCggCbW4396/KyB9is5KRacLpnS+uBtwfxR1dxJZ49TMVeF\n/kxzF5q9dbGeLuztJ+cwPdHE/Z8W43LJlDW0c/lTG4kz6rloSZb367PijN6ACRBd3ehIHXHqJHlY\nSe/1HM/P9N2JhcN/TxDDjY9+XsIzX5cHda5wPw9VVEYCSZL4zaq51LXaufzpjT7nLTxBB0ry4xU5\nzEmLRquRsDucfLj7EJvd7yXDIjIGTv2jaIZte374xxtjqEWsH6xBpHV5MBm0tA9RxAo9bELgelhP\nyIHqTOCTWHcR1Ntmy6Px21Bi9fk9lU2dpFgiMej6bmMq1YndWdXC9CSTz7t0z8CLsjrEwIdpQiEm\nKoJ4k75PJ9Zzzjlp0fx4RQ7fH2rj0S9KuOTxDTicMq/cUNBnojwzLqpP4EG5tZ3sRJOaax9mYqIi\niHJ7IftyQPE4FPQe7vK4p2wtbxxUF9ifcD8PVVRGiqXZ8Tx+5WKKam1c9uSmATaOh1phh2jzAAAg\nAElEQVS6FBnq6s2KOSm8fEMBr9xYwMs3FKDTSH2imYdF3oUw9RhY+wdoV+iYY4RJW8TKsszT68v8\nbhdYbfaA07o8mA26QQe7Kps6qGzqpGB6ELrFAxtAa4CU+UGtZbJg0GkxG3Q09rpb9tj8bPRzARB+\nfAMF+YlmA43t3X5lCIGys7KFfD+WadmJJrQaybtGJfAUIDOHSEkaDtMSjF4JAIhUpuhIHckWA2cd\nkc6MJBP3fLQPlyzzyo0FzErtu5bMOCN1bXbv9lhZQ7u3w6sSPiRJIi0mkrSYSJ8BACaDjsy4qD43\nVZ7XTUe3M6gEo5F4HqqojBQnzkrmiSsWs7/exmVPbeqzy1qtQFrXYJgMOo7IivX7HhY0kgQr74Gu\nVlj7e2WOOUaYtEXs/jobd72/hzV+hNSNIXRizYbB5QSe7PLFU4MoYkvWwdSjIEKNUPRHnCmCZvfN\niM3uoKq5kwitxJbyJp8DK5VNnT7N3RPNepwuuY++Nljq2ro41Nrl1/fXoNMyLcGoaCe2uLaNlGgD\nMVHh25qflmiivOGwHKC4VgzwSJKEViPxmzPnkpcRwys3FPjcTvbcNFQ3d2J3OKlu7vRqbVXCy6nz\nUjl/kX/LtdwUS5+bqg0lVo5we64G8yZaXNtGanRkWJ+HKiojyQmzknn08kXsrWnlne1i0Kvb4aLB\nZldcTtCfgunxFFa2DClRDJiUuVDwI+E3XrFFmWOOASZtEWt1bw/UtnYNeKyz20lHtzNoTexQRWyZ\nezs2OynAN+/WaqjfK6JGVfwSb9R7NbEebd+qvDRsdge7qlv7fG2P00VNS6fPTmySO2t9OIEHu6rE\njUp+pn/j9dwUC8V1CnZig5gID5XsBBOHWrvo7HYiyzJFtbY+qUwnzkrmvduO8ZvU5LlpqGjqpKKx\nA5esDnWNFL84YzZ3njbb7+M5KWZKG2w4nC7qWrsoqW9n5fxUZqdagipii+ra1KEulQnHSbOTmZ5o\nYk2haHjVtnYhy3315uFg+fREnC6ZreUK6GI9HP/fYEmDVy45LFUc50zaItajcanzMcjjTesKWhOr\nG1QTW97QTqLZMMB2yS8ln4nPahE7KHEmvbd76ukoXbFcRPr218UeaunCJeNHTiD+3sOx2SqsbEGS\nYF66/yCLnBQLB6ztikyeulwy++ts5IR5C9c73GVtp77NTktnT1DaR8/vu7KpgzJ3R3dqgjJRpyrD\nIzfZQo9TptzawUb3IEnB9AQKpiewtbyJbsfQuljP81Ad6lKZaEiSxKr8NDaWWqlvs1OjsEesPxZP\njSNCK7GxtG8Ru+1gE9ZQGy2R0XDVexBhgufOgrIvFVjp6DJpi1iPhrLORyc22LQuD+ZIHW2DFbHW\nDrITg3jjLlkHpmRImRfUOiYbcb06sUW1bRh0GhZkxZGTbB7QSapwT8j7yqj2aAbrbQOfE4Gyq6qF\nGUlmTIPcqOSmmHHJUFI//G5sRVMHXT2usA/TeLb+D1jbvdrHYAqWZEskEVqJyqZOr8uB2okdG/R2\nKNhQYsVi0DEvPZqC6Ql09jgprBw6nOObEitdPS7mZwSYQqiiMo5YlZ+GS4YPdx+ipkW5tK7BiNJr\nWZAV22e4q7yhnYse28CDa4tDP3DiTLjuI5Hq+M8LYO97Cqx29Ji0RaynE1vbNrBgCTaty4PFoKPb\n4fLbuShvaA9cB+hyQelnogurTnAPSpxR7/17FtXZmJlsRquRWD4jgS39Jqz9ecQCJLqL2OF2Yv0N\ndXk4XDQMv4j1FJT+tvGVwhN4UNbQ4dXzBrN1rNVIpMcKh4IyazuxxoiAUp1Uws/MZDOSJJ5Lm0qt\nHJkdj06rYVl2PJLk3+XDgyzL3P9pEanRkZwxf6A3sorKeGdWioUZSSbWFFYf7sTGhrcTC2JHZFdV\nC21dYubjwXXFOF0y24MYuPRJdLqIJ087Al6/Era9qMBqR4fJW8S6B4FqWwe25T2ayMQgO7Ge7psv\nSUG73UFdmz3wiexDhdBhVaUEARBviqC924nd4fQOHIG4AHR0O9lZdfgFX9nUiUbCpyjfYtBh0IUe\nPVvb2kVdm93vUJeHaQkmdBqpz3BXj9NFvR+P2qb2bmTZt2NCKAVlKFgiI0g06ylvaKe4ro1YYwRJ\nQbp3CJutDg5Yg7iZUwk7UXotWXFG1u+vp7ShneXuNME4k57ZqdFsLBu8iF2/v4GtB5q45cQZREao\n6VsqEw8hKUhnU1kjhZXNWCJ1gcsCh8Hy6QluXWwTpfU23v6uiqgILXtrWoOyv/OJMR6ufAemnwDv\n3gpfP6DEkkecyVvEujt3DTb7gAn2UDuxnie1r+Euj8dmwFuoJevE5+knBLWGyUicW7tc0dhBTUuX\nt6Bbli1cIHp3kiobO0iNjkSvG/jUF9GzoQceeNwnfJnK90av05CdaOrjzfm/7+7mlPu+GNDFr2ru\nZNnda7njte0+rb+Ka9tIi4lULDlmMKYlmChzywlyky1Be7xmxRmpaOykvKFDlRKMMXJTzGwpbwLo\nE4ldMD2ereVNfhPmZFnmvk+KSI+J5OIjs3x+jYrKRODM/DRkGT7aXRt2KYGHRVPj0Gs1bCy18tC6\n/eh1Gu48bRbdDpcyDjd6E1z6Gsw7Hz75nfjw0zAZq0zaItajiZXlw04FHqzt3Rh0GkxBZnoPWsQG\nO8xSsg5S8sCSEtQaJiPx7m1pT1JWrnvIKcFsYFZK3wnryqZOn3pYD8MJPCisakEjwdxBhro8CIcC\ncRGqaOzgtS0VNHf0DNAffl3cQLfDxdvbq/np69sH3HD1dwkIJ8Jmq52i2tCm0DPjomiw2aluUe21\nxhqe55AlUtfn+bt8egJ2h4sdFb63L78sbmDbwWZuPnHmgPAQFZWJRG6KhZxkM06XHPahLg+REVoW\nTInlvR3VvLO9iisKpnLi7GTgcNNk2Oj0cMFTsOQ60Y395LfjqpCdtEVsU3s3ntCs/jZbVls3CSZ9\n0J0mc+TQndiA3ry72+HgRphxYlDnn6x4OrGb3FOcvQeOPJ2kzm4nPU4XFU0dZMb7vwAlmg1+t/WH\nYldVCzOTzRj1Q28z5aSYOdjYQWe3k4fWFXsT3PrrDzeUWkk06/mv02fxzvZq7nh9h7eQdbpkSupt\n5CaPjK1RdqKJujY7bV2OkKbQPTcPsnxYY6syNsjttXuh7ZUmuCw7wa8u1tOFzYiN4uIlahdWZeKz\nKl9ovsNtr9WbgukJVLd0YdBpuen4GUyNN2KJ1PWRyQ0bjRZW3QtH3gDfPCQCEcZJITtpi9jGjm6v\nPrW/LrbBZg9aSgCDd2LLGtpJthgGnVr3Uv41uHpUPWyAxHk7sVaiIrR97LOWzxAT1nN+9yE5v/4P\nNS1dPoe6PCRZDCH5xMqyTGFlC3kZ/v1he5ObYkGW4bN9dfx7WxWXLZ0ifDl76Q9lWWZjqZVl0xO4\n+YSZ/OKM2by3o5qfvCY6sgcbO7A7XCNma9R7FyHUTqwHtRM7tpiVIrqvvaUEADHGCOamRfPZvroB\n3/N5UT3bK5q55cSZPuU5KioTjTM9RewIdWIBr0b9yuVTSTQb0Ggk8jJilC1i4XCq15JrYf198Nn/\njYtCNvzK5DFKU3sPx+cmUVrfPqATW9HU4d2SDgZvEesjevaANYiYzb3vgi4SpiwPeg2TkTiT0IPW\nttrJy4jxdjVB5FH/7sy5dHSLv4lGI3Hhoky/x0oy673Rs707UkNR22qnwWYnL0CLIU/n63fv7Ean\nkbj5hBlIEryy+SB2hxODTstBt8bXU1j88PgZaCT40wffg3y4KzBSBvO9C89QCufeKWlq5OzYYk6a\nhQdWL+CUuQPlSxctzuR/39vDNyUNHDUjEXA7Eri7sBcu9v96UlGZSMxMtvDYDxazZFrciJ1zWXY8\n9150BKfPT/X+W15GDM9+XU63w6XsDaQkwcp7weWAL++BpgNw5n1gGLshJpOyiO12uLDZHcxMNqOR\n+nrFOpwuKho7OHVu6iBH8M1gcoKyhg5WuLUsg1L8KXz3omjrq1GzARHXy6qpf0EXodVw7THZAR8r\n0WLAJYvhPl9Z8/7waFnzBknq6s3UBBMRWokGm51rj84mOTqSgukJPPt1OTsqWliaHe/dwl3eqzt2\n43Ez0EgSf1yzl69LGoDw22t58BSe8SY9iUE6EwAkmQ3otRrMkTo1mnSMIUkS5yzwHU27eukUHvui\nlPs/KWb59AQkSeKzfXXsqGzhz+fnqV1YlUlF72JyJNBoJC7od6OYlxlDt1MMdw3lhhPCCeHMByAm\nCz6/G2q2w0XPi9jaMcikvPo0u4e6Ei0GEsyGPqld1c1d9Djl4EIJ3Piz2Grr6qHBZmfqUMdsOwRv\n3QTJc+HUu4I+/2QlQqvB4r6BGO7Wusc2Klhd7OdF9WKoKy2wTmyEVsP0RDMGnYYfHj8dwOvL6RlE\n21hqJcliYEa/mOLrj53Ob8+cS3NHDxmxUSNi9QJipyHJYiAnRA2uRiORERfFNDWpa1wRGaHl5hNn\nsLm8kW9KrG5f2GKy4qMGvLmqqKiEnzx34Vqo1HBXfzQaOP6/hAVXZzM8eRIUfRyecw2TSdmJ9TgT\nxBv1pEQb+sgJyoIZwOqHyT3Q09ZPTnDAKpwJsgc7pssJb94ghroufBYiRk5zMxGIN+ndA0fD2/bw\nBh4EoYt9aG0xL286yKVLs4gKwtHiJyfn0O1wkRwtOu6xRj1zUqPZUGLltpNmsqHUSoG789Wf647J\nJjYqAtcIa5Z+cfps7+8oFO44JTdo1w+V0eeSI7N49PMS7vukiM7uGRRWtvDXC/KJ0E7KPoiKyqgy\nJd5ItNLDXb7IPg5+uB5evkiEIlz9PmQuCe85g2RSXoE8PrBxpghSLJF9BruGE4mp1UgY9doBndgy\n9zH96gBlGT7/s8gxXnkPJM8O+tyTHY+kICcELXNvgu3EPvBpMfd+UsT5izL447l5QZ1rZV4a5y7s\nu4VbMD2BbQeb2FfbRm2rnYLp8X6//4LFmVw0wlPhFyzO5PjcpJC//+wj0lkxR7WNG28YdFpuPnEm\nWw808Ys3C5kSb+S8Rb7lByoqKuFFkiTyMmPYWTV0JPSwsaTA5W+Izy9fDA37w3/OIJiURWxTu0jr\nijfpSY6OpK5X9Gy5tR2jXhuUHrI3ZoNugCbWUxj77O52tcAb18KXf4X81bDwByGdd7ITZ4zAqNeS\nMcwowP6dWJvdwV8//J6D7m56b+77pIj7Pi3igkWZ3HPhEUENgvlj+Qzhy/nY5yXi//tNi6uojBYX\nL8kkPSaSBls3t500U+3CqqiMInkZsew71OY3iERRzMnwgzfFf//zfLANdCsZLSblVai3nCDZYqDB\n1u2NcCtvaGdqgiloj1gP5siBRWyZtZ3U6MiBW82VW+GxY2HPO7Did3Duo2I6UCVozpifxhXLp/Zx\nJggFk15LVITW24l9+qsyHvm8hEue2MABt9RElmX+/kkRD6wt5qLFmfz1wnxFCliApdOELvadHdUk\nWwxqspXKmMGg0/LbM+dy6twUzluodmFVVEaT/MwYepwy+w4pkNwVCAkz4LJ/QXs9vHoZOLqH/p4R\nYFIWsc1uOUGsUU+KW4/o6byVWztCGury4K8TO8DcvfBf8MzpQkpw7Ydw7M+EmFolJC4+MotfnjFn\n2MeRJIlEi54Gm52Wzh6eWl/KoimxdPU4ueTxjZQ3tHPfJ0U8uLaYS5Zk8ZcLlCtgQfhyzkuPRpZF\nVzbUmykVlXBwRl4aT1y5BJ3ahVVRGVXCPtzli8zFcO4jULkFPv71yJ13ECbllaixoxuzQYdepyEl\nWmwf17bavfZawzFiNxt0A3xiD1h7HVOW4esH4c3rYUoB/PBLyFoa8vlUlCfJLKJnn15fRluXg7vO\nnc/LNxTQ7XSx6sGveHDdflYfmcXd5+cNu/Pri4JsISHobzyvoqKioqICIjwm1hjBrnAPd/Vn3nmw\n/FbY/AQUvj6y5/bBpCxim9q7vQb5nk5sbWsXlU3/396dR8dVn/cffz+zaEbSjCRr8b4vMl4xwWFt\nWBLALNkgTRocSNoUSJP8fqQhS5um6eGkaU6b0OxNCv1lJftCNiAkhEATwAQMActstrElbOFNsrXv\n0vf3x52RR5s1oxnpzoTP6xwdy/eO5n719dX40TPP9/l2MzDksmrEXjoqE9vW009zZ2J3sKFB+PVH\nvb2J110J1/wEimeuabKkpzoWob6pi68/uI8t6+awbn45a+aV8b3rz6K8OMzbz17CJ6+cngAW4LIN\nc6ksLcpqAZWIiPz5MjNWz4mz50jHzF/8opthybnwixvh8NMzf/0UL9MWW/1UJlazz05kYo+09RBJ\nNO3OuA5xoNdbnBWKstpdxrO9J1aUJxd1bWIX3PYOOFQHZ74btnxS5QN5qjoeobGlG4C/v6h2+Pjq\nuXEe+sdXT/tb/KcvqeSJj108rdcQEZHCVhUrYtdhH4LYYNhrBXrrefDTv4N3/d639TwFFcQODjn2\nNXWwMss2Ssc7+6iKeUFsVWmEgHnlBINDXs/NjMsJ7vkIPHcnhEv5YP+POZPT4MlDEAjR13Cc/wjd\nzVn3PwDx+fDmb8DaN2oBVx5Lttm6bP1c1ozavEA1qiIikg/Ki4uGN2+acfE5cME/wJ3v93b1mn+a\nL8MoqFTgTx4/wCWf/T2HWnsmf/BJHOvsG87EBgNGTTzCkfYe6pu7KC0KUh0rmuQZUjz5Xdj+VTj3\nfXDT0/x+4btY5/bAz94Nd1zP5sc/zFXBPzBw9o3wfx7zyggUCOW1ZdWlhALG+y5a5fdQRERExjWr\nJExLVz9uhje9Gbb+TRCKwp++48/1KbBM7PaGYww52H2knbnl0Sk/T0tXH7NKTwSqc8qSGx70srQ6\ng/ZaB5/yfgtZ+ip49b9AMETdihu4fs/Z1N20jqJAgI/8tI7drUF+vOX1Ux6vzKzXnTqfs1dUDddL\ni4iI5JuKkjADQ47OvsEZ2358hGg5rHkd1P0QLvkEhGf+/8yCysTWNbYBJ+pMp6Knf5DOvkFmlYSH\nj82ORznc1kN9c2f6i7r6OuEH10JJlVcbEvRuoFgkRC9FtJcswVWt4LdH4ixevHjK45WZFwyYAlgR\nEclrFYl3lI93+tizddPbvE2bnr/Ll8sXTBDb0z/IrsNeU999TWN3T0pXS5e3W1dqJnZ2WYSXWro5\ncLybZenWw27/OrQ0wJW3QuzEKvLkb0MdvQMcbuvlaHvvcD83ERERkVyoKPaSca3d/f4NYtn5ULbQ\nt5KCgglinz3YNrzwKrlz0lQc6zyxW1fSnHiUtp4BBtNtr9XfAw9/wSsjWPaqEadKU4LYukT/to0L\nFcSKiIhI7gxnYv1a3AVel6VNV8MLv4PWxpm//IxfcYqSAeGpiyrYl0UQm/zHHlkTGxn+PK3duv50\nO3QchvM+NOZUPJoIYnsGqDvQQsBg7TwFsSIiIpI7ybLI5DvMvtm0FXDw1Pdm/NIFE8TuONBKVWkR\n56yoYv+xLgYGh6b0PMOZ2FELu5Imba810AcPfg4WnQnLzhtzOllO0NnnZWJXzY5TXBSc0lhFRERE\nxlOeDGL9LCcAqFzubX7w5He8XUlnUMEEsTsbW9mwsJxlVaX0Dzpeaplam63hTGzJyJpYgHgkNCK4\nHdeO70PbAS8LO04Xg2Q5QXuPF8SuVz2siIiI5FhFsRevtPi5sCtp41/Bsb1weOeMXrYggtjuPm9R\n14YF5cM1q1MtKTje6f3GUjGqOwEweXutwQH4w2dg3iZYedG4D0mWE+w50kFTR5/qYUVERCTnikIB\nSouC/mdiAWov9f7cdc+MXrYggthnDrYx5EgEsV7N6lTbbB3v6iMeDREOnvjWq0qLCAZs8kVdz/0S\nju+D8z444YYFyUzstheaAdigIFZERESmQUVJkb8Lu5Lic2D+K2DXr2f0smkFsWb2T2a2y8yeN7M3\njDq33syeMrMGM/uimeU8MK470AJ4AWFNLEJpUZD6KWZij3X2jSkZCASMvzt/OW8+feHJv/jxb0D5\nIlh9+YQPKQkHMYOnDrQQDBhrR21bKiIiIpILFSVhWv1e2JVUeykc2A4dR2fskpMGnGZ2IfAG4FTg\nIuALZhZLeciXgX8ElgMbgZxvTVXX2EZ1LMLcsihmxpKq0qwysan1sEkf2nIK59XWjPMVCcf2wd4H\n4LRrITDxQq1AwCgtCtE/6Fg1O0Y0rEVdIiIiknsVJeH8yMQCrL4UcLD7NzN2yXSyppuB3zrnup1z\n+4EdwJkAZlYDLHPO/co5Nwh8B7g014Osa2xh48Ly4XrVZdWl1DdPbcOD8TKxafnT7WABOO2aSR+a\n7FCgTQ5ERERkulSUFE25JvbRfcf4zdOHcjeYuRshPm9G62LTCWKfBi4xs5iZzQNOA5Ipy4XAiymP\nPQDMG/0EZnaDmW03s+1Hj2aWZu7qG2DPkY4Rq/yXVpdMuc3W8c7xM7EnNTjg7Uax8mIoXzDpw2OJ\nxV1a1CUiIiLTpaJ46uUEn/71c9xw++N8+5GG3AzGDGq3eBsfDMxMdnjSINY5dzdwD7Ad+C+8TGxz\n4nQRkBpJDgGD4zzHbc65zc65zTU1J3nLfhzPvOQt6tqYGsRWlTIw5DhwvDuj5wI43tVPZWl48gem\n2v0b6DgEp78jrYcnF3epvZaIiIhMl4qSMC3d/bgp9Gfd19RJOGj88892cvu2+twMqPZS6OuAhody\n83yTSGsRlnPuY865U5xzV+FlX59LnDoIpKYmFwL7pzKQHQda6OgdGOe4t1NX6ir/ZZO02XqxuYv9\nx8aWG3T3DdLdPzi8VVvanvgmxObCqi1pPTweCREKGGu0qEtERESmyaySIgaHHO3jxE8n097TT1NH\nH//31au4aM1sPvbzp/nWtvpxH7u9/hjdfWPyk+Nbdj6EojPWpSCdhV0hMytNfH4DsC9RG4tz7kWg\n08wuMLMgcC3wo0wH0TswyF9+ZRv//cALY87tbGxldjwycletRBDbMM7iLucc7/zmY9z0wyfHnEsW\nP2dUE9va6GViN22FYCitL1lSVcLmpbO0qEtERESmTXlxYteuzsxKChoS64pq58T48ttO56I1s7n5\nF0+z50jHiMc9uu8Yf/nf2/juoy+O9zRjFZV4geyuX83I7l3pZGJLgCfN7ABel4IbzOxKM/tg4vw7\ngC8C9cDvnXMPZjqIpo4++gaHeHJ/y5hzOxpbx9SWVpUWEYuExl3c9dyhdvYc6aCusXVMzWxyy9mM\namKf+Ca4IXjFtWl/ycffsJ5vvvOM9K8hIiIikqFkPNPSnVkN6r5EEnBpdSlFoQD//qaNREJBvvi7\n3SMe99l7dwGMG59NqHYLHK+Hpl0ZjWkq0qmJbXPOrXLOLXTOXeGcO+yc+6lz7pbE+Seccxucc4uc\ncx+byiCOtvcCUNfYOqKuo7N3gBeOdoypLTUzllaXDP8jpLprx0EAevqH2HN05G8UGWdie1rhj/8N\nq6/w9gZOUzBgRELKwoqIiMj0Se4+2pLh4q5km9Illd4729WxCG8/Zwm/eOol9hxpB+CRvc1s29tM\nNBxgZ2Nr+k++6hLvzz2/zWhMU5EXO3Y1JYLY1u5+9h87sVjr6ZfacG78Vf5Lq0rHbHjgnOOuuoMs\nrvR29UrW0yYdau0BMghi/3ibF8ie/+G0vxcRERGRmZBc45Npr9h9zZ3MK49SXHQi4fau81ZQHA7y\n+fv2AF4WdnY8wnV/sZx9TZ209aQZKFcsgurVL58g9mhH7/DnOxpPpKx3JHbqGm+V/7LqUg4c76Y/\npWTgmYNt7Gvq5IbzlhOLhKgbFcQ+3nCcsmhoeGHYSfW2w7YveSvt5m/K9FsSERERmVbJTGxrhr1i\n65s6WVJVMuJYZWkR7zhnKXfueIlvbavnj/uO8e4LVvDKZZUAmWVjV74GGh6G/sy7SGUiL4LYZCY2\nHDTqUiZpZ2Mrc8uizI5Hx3zN0qpSBofciC4Ed+04SDBgXLZ+Luvml414LoBte5s5Y1kVwYBNPqhH\nb4OeFmVhRUREJC8lF3Ydz3BhV31z17gJvRtetZyScJB/+fnTzCmLcPUZi4c3bhqdGDypFa+BgR6o\nn95WW3kRxB7t6KUsGuKUuWUjJmlHY+uI1lqpltV4k3/fs0eAE6UE56yooioWYePCcp452DacqX2p\npZuG5i7OWl45+YB6O+DhL3mbGyw4PcvvTkRERCT3wsEA8UhowoVdLV19nPep+3lkb/Pwsdbufo51\n9rG0amwQO6u0iL8+dykA77lgJdFwkMrSIhZUFI9JDJ7U0nO9Vlsv3JfR95OpvAhimzp6qYlH2LCw\nfHhxV3tPP/uaOifcuvXUhRWcX1vDv939LN979EWefqmNhuYurtjgbRi2YWEFfQND7D7sLe5K/gOe\nvaJq8gE9eht0H4Pz/yE336CIiIjINCgvCU+4sOvxhuO8eKyLu+sODh9raD7RmWA877lgJf/6xvVc\nfcbi4WMbE/FZ2sLFsOQc2PNyCGLb+6iORdi4oJz2ngEamruGF3VNlIkNBoxbrz2dC1bX8JE76vjI\nHXUEA8aWdXMBTqS/EzW2j+xtprw4zJq5k2xAsPteuP/foPYyWPTK3H2TIiIiIjk2q6SIlgkWdiUD\nz20vnMjEJjs7TbQ+qDQS4tqzllAUOhEirl9QTkNzV2Zb3K68CJqeh5Yp7YGVlrwIYo929FIdjwwv\n4KprbB0uIJ4oEwsQDQe59drTefUps6lrbOXcldXMSnQeWFJZQjwaGu5QsG1vM2cuqyRwsnrYFx+B\nH1wLs9fCVbfm6LsTERERmR7JrWfHkyzR3H2kY7idaX2Tt5Yo2ckpHckuUTtfyrAuFqa1pCAvgtim\n9l5qYhFq58QpCgWoa2xlx4FW5pdHqY5FTvq1kVCQr1zzCt574Qo+cHHt8PFAwFg/v5ydja0cON7F\n/mPdJy8lOLQTvvsWKJsP19wB0YmDZxEREZF8UF48cTlBXWMrKxJriP64z8vG1rCJ93IAABX7SURB\nVDd3Mr88mtGuouvnn0gypq1mNZQtmNaSAt+D2J7+Qdp7B6iJRygKBVgzN86OAy3UnWRR12iRUJAP\nbTmFUxdVjDi+cWE5zx5s58HdTQCctXycILavE/7wn/D1yyFcCm//GcRqsv6+RERERKbbROUEh9t6\nONLey9VnLCYWCQ2XFOxr6pywHnbCa5QWsaiyOLMOBWZeq629/wuDAxldL12+B7HJ9HZNIuO6YWE5\nT+1vPemirnStX1BO3+AQ39zWwKySMKvnxE+cdA4e+yp8fhPc93FYcjb89Z1QsXjiJxQRERHJIxUl\nYVq7+xkaciOOJ8spT1tcwSuXzhpe4F7fnHkQC155Z2ov/7SseA30tkLj9oyvlw7/g9jERgfVca+W\ndeOCCrr7BwGvw0A2kjUczx5s48xlVSPrYZ/8Ltx1E1Svgnf+Grb+AKpWZHU9ERERkZlUUVLEkIP2\nnpHZzrrGVgIGa+eVc9byKl442snuw+20dPWzbJz2WpPZsKCC/ce6J1xENq7lF0AgBM/+MuPrpcP3\nILZpOBPrbWiQujtXtpnYxZUllEVDwKjWWm0H4dcfgcVnwzvuhMVnZXUdERERET9UJDY8GN0rtu5A\nC6tmxykuCg7HQN9/zOsUMHq3rnRsWDCFutjiCm/n0x0/nJaSAv+D2A5v0pOZ2FVzYkRCARZUFFOZ\n6DQwVWY2XFc7XA/rHNz5fhjohTf8FwR8nwIRERGRKZlVmti1K2Vxl3OOusbW4cTg2nllxCMh7nji\nADBxe62TmVIQC7BpK3QemZYuBb5HcMma2KpSryY2HAxwXm0NF56Sm8VVF9TOZuXsGLVzYt6BnT+B\nXb+CV/+zygdERESkoJUXewm/1Lf5D7X10NTRN1xWGQoGOGNZJce7+jGDRRm01xq+TkmY5TWlI3rO\npmXlxVBSBU9+J+NrTsb3ILapo5eKkvCIprr/8/bNfOKNG3Ly/Neft5zf3nQ+ZgYHd8DdH/K2kj3r\nPTl5fhERERG/VJQkyglSMrHJRV2pXZ6S70jPLy/OqL1WqkvXzeXhF5o51plBXWyoCDa8BZ7/FXQd\nm9J1J+J7EHu0vXfSXrBZ6euE5+6Cb7wWbn0VDA0kygim9g8oIiIiki9mlYzNxO5sbCUYMNbOO7FL\nabIudiqlBElXbJzH4JDj108fyuwLN22FwT7v3fAcCuX02aagqaN3uL1WTrQf8raNbXgY2g9DX7t3\nvHwRXPxxeMXboXhW7q4nIiIi4pPkAvbjozKxq2bHRmRc18wroyYeYc28+JjnSNfaeWUsqy7lrh0H\nufqMDFqSztsIczZ4JQVnXD/l64/mexB7tKOXjVm20gK8hVqPfBl+f4sX7ddu8fbtjc+F6tWw6hII\n+v7tioiIiORMKBigLBqiNbH1bHJR12tOmT3iccGAcdeNf0E8Ep7ytcyMKzbM48sP7KG5o5eqTJKQ\nm7Z6naGOPAuz10x5DKl8j+qSW85O2ZFnoe5H8NQPoO0ArL4cLvmEFm2JiIjIy0JFyq5dL7X2cKzz\nxKKuVLPj0ayvdcXGeXzp/j3c8/Qh3nbmkvS/cMOb4d6PeX36L/nXrMcBPgexXX0DdPYNDrfXStvg\nAOz8MWz7EhyqAwt6DXVf/wVvizMRERGRl4mKkvBwOcH3/vgikP2GURM5ZW6c5TVeSUFGQWysxivp\nLK3O2Vh8DWKb2r3fGtLOxA4OwJ++BQ9+DloaYPZauOxTsO5KiM2e/OtFRERE/sxUlBTR0t3PF+7b\nzZfu38OVpy3g1HEysblgZrx2g5eNPdreS008g3fTX/vZnI7F1+4EJ7acTWMCnINf3uhtVFBaDW/9\nHvzdQ3DmuxTAioiIyMtWRXGYnY2tfObeXVx12gJuefOpXmvRaXLFxvkMObgn0y4FOeZvEDu85Wwa\nQexDn/dWtZ33IbjuPjjlcu22JSIiIi97s0rCDA453vSKhXz6zacSDExfAAtQOyfGytkx7tl5cFqv\nMxl/ywkSmdhJU9HP3gm/vRnWXQUXfhSm8bcLERERkULyllcuYn5FMde9avm0B7DglRRsWFDO4w3H\np/1aJ+N7EGsGlaUnWdj10p/gjuthwSvgjV9WACsiIiKSYt38ctbNn54a2InEoyHae/onf+A08r2c\nYFZJEeHgBMN47m5vp63iSnjrdyFcPLMDFBEREZEx4tEQbT0DOOd8G4OvQWxTRy/VsXGysM7Bg5+F\n72+FqpVw3b3epgUiIiIi4rt41KvD7e4f9G0MvpYTjNuaYf9j8OBn4Pm7vRrYN/wXFJX4M0ARERER\nGSOe2O62vWeAkiJ/wkmfa2L7OG1xohnvM7+Ahz4HjY9DpBwuuhnO/XvVwIqIiIjkmXjU2762vaef\nOWXZ7wQ2Ff5nYkuL4IH/gAc+CZUr4PJb4NSrIRLzc2giIiIiMoGyRCa2rWfAtzH4FsR29g7Q3T/A\na498BR6/HU7dCq//IgR9jatFREREZBLJTGxbt38dCnyLGJvau/lE6Gts2n8fvPJ6b/tYbV4gIiIi\nkvfKUmpi/eJb1Nj7/H1cE7qPF9e+Cy7/tAJYERERkQJxoib2ZVhOsPiM17E/9jMqT3mVFm+JiIiI\nFJAT3QlehuUE0XCQRade6NflRURERGSKSoqCBAP28iwnEBEREZHCZGaJXbv8y8QqiBURERGRjMWj\nIWViRURERKSwxCNhX2tiFcSKiIiISMa8cgJlYkVERESkgMSjYZUTiIiIiEhhKYuGVE4gIiIiIoWl\nrDjs67azCmJFREREJGPxaIiO3gGcc75cX0GsiIiIiGQsHg0x5KCzb9CX6yuIFREREZGMxaNhwL+t\nZxXEioiIiEjG4tEQgG8dChTEioiIiEjGyhKZWL8WdymIFREREZGMKRMrIiIiIgUnWRPbpppYERER\nESkUZcrEioiIiEihOdGdQEGsiIiIiBSIaDhAKGAqJxARERGRwmFmlBWH1SdWRERERApLPBpSOYGI\niIiIFJa8D2LN7CYz221m+8zsvaPOXWRmdYlzXzOz4PQMVURERETySTySx+UEZrYUuBHYBGwGPmlm\npSkP+R/gamAlUAtckvNRioiIiEjeyfdMbDK8HgJCQDvQl3K+N+XzCHAkN0MTERERkXwWj4Z923Y2\nNNkDnHONZnYz8Ahe0LvVOZc62muAHwDdwO3OucdHP4eZ3QDcALB48eIcDFtERERE/FZWnMeZWDMr\nA7YC7wM+A3zAzFKD3+uBr+CVHFxlZmOiVOfcbc65zc65zTU1NbkZuYiIiIj4Kh4N09E3wNCQm/Fr\np1NOcA2wwzn3gHPu64ABFwOY2VrgdOfcl5xzDwM/B9478VOJiIiIyJ+LsmgI56Cjb+azsekEsT3A\nJjMLm1kcb/FWS+JcL7DYzOaYWQA4LeWciIiIiPwZi0e9N+f9KClIJ4j9NnAI2As8DtwOzDWzDzrn\nXgA+BTwGPA8Egc9P01hFREREJI/Eo2EAXxZ3pbOwqw+vpGCi87cAt+RyUCIiIiKS//I9EysiIiIi\nMkZZIhPrx4YHCmJFREREZEqUiRURERGRghNXJlZERERECk0yE9umTKyIiIiIFIpoOEhRMECbMrEi\nIiIiUkj82npWQayIiIiITFk8GlYQKyIiIiKFJR4NaWGXiIiIiBSWeDTky45dCmJFREREZMriEZUT\niIiIiEiB8coJFMSKiIiISAEpKw6rJlZERERECks8GqKzb5CBwaEZva6CWBERERGZslklRQC0zPDi\nLgWxIiIiIjJl1bEIAE0dvTN6XQWxIiIiIjJlNXEviD3ariBWRERERApEdcwrJ1AmVkREREQKhjKx\nIiIiIlJwYpEQkVCApo6+Gb2uglgRERERmTIzozoWUSZWRERERApLTTyimlgRERERKSzKxIqIiIhI\nwVEmVkREREQKTk2siGOdfQwOuRm7poJYEREREclKTTzCkIPmzpnLxiqIFREREZGsDG892z5zbbYU\nxIqIiIhIVqqTGx7MYF2sglgRERERyUrNcCZWQayIiIiIFAhlYkVERESk4JQWBSkOB5WJFREREZHC\nYWZUx4tmtFesglgRERERyVpNLKJyAhEREREpLNWxiFpsiYiIiEhhqYkrEysiIiIiBaY6FuF4Vx/9\ng0Mzcj0FsSIiIiKStep4BOfgWOfMlBQoiBURERGRrCU3PDg6Q222FMSKiIiISNZq4kUAM9ZmS0Gs\niIiIiGStJhYFlIkVERERkQJSPZyJVU2siIiIiBSIkqIQpUVBZWJFREREpLBUxyOqiRURERGRwlIT\niygTKyIiIiKFpTo2cSbWOZfTaymIFREREZGcqI4XTRjEXvWVh/nIHTtydi0FsSIiIiKSEzWxKMe7\n+sdsPeucY9ehdiKhYM6upSBWRERERHIi2WareVSbraaOPjr7BllaVZKzaymIFREREZGcmGjr2frm\nTgCWVJfm7FoKYkVEREQkJxbMKgag4VjniOP7mry/L6tSECsiIiIieWZFTYyAwa7DHSOO1zd1EgoY\nCxNBbi4oiBURERGRnIiGgyyuLGH34fYRx+ubO1lUWUIomLvQU0GsiIiIiOTMqjlxdo0KYvc1deV0\nURcoiBURERGRHKqdE6O+uYvegUHAa6/V0NzJ0hwu6gIFsSIiIiKSQ7Vz4gwOueHFXEfbe+nqG2Rp\nDhd1gYJYEREREcmhVbPjwInFXclg1pdMrJndZGa7zWyfmb13nPM3m9l+M6s3s3NyOkIRERERKRjL\na0oJGMOLu5I9YnPZXgsgNNkDzGwpcCOwDogCe83sG865zsT5dwKbgVqgB4jkdIQiIiIiUjCi4SBL\nq0qHF3fta+oiHDTmV0Rzep1Jg1igP/HnUOLx7UDqXmLvB650znUn/t6Tu+GJiIiISKFZNSfG7iNe\nOUF9U+7ba0Ea5QTOuUbgZuAR4LfAVudcP4CZhYG5wN+a2fNm9lMzqxr9HGZ2g5ltN7PtR48ezek3\nICIiIiL5pXZOnIZEh4L65s6cL+qCNIJYMysDtgLvAz4DfMDMkhncamAW8DvgFOBF4KOjn8M5d5tz\nbrNzbnNNTU2uxi4iIiIieWhVokPBC0c6aWju8ieIBa4BdjjnHnDOfR0w4OLEuSagwzl3r3POAT8H\nVud8lCIiIiJSMGrnxAB4aE8T3f2DLKvO7UYHkF4Q2wNsMrOwmcXxFnC1ACTKCv5oZpcmHvta4LGc\nj1JERERECsay6lKCAeM3zxwCct9eC9ILYr8NHAL2Ao8DtwNzzeyDifPvBj5mZnuAecCncz5KERER\nESkYkVCQpVUlbG84DjAt5QSTdidwzvXhlRRMdH4vcG4uByUiIiIiha12TpwXjnZSFAwwv6I458+v\nHbtEREREJOdWzfF27lpUWUwwYDl/fgWxIiIiIpJzycVdy6ahHhYUxIqIiIjINKhNZGKnox4WFMSK\niIiIyDRYVl3KhatreM2aOdPy/OlsOysiIiIikpFwMMDX/+aMaXt+ZWJFREREpOAoiBURERGRgqMg\nVkREREQKjoJYERERESk4CmJFREREpOAoiBURERGRgqMgVkREREQKjoJYERERESk4CmJFREREpOAo\niBURERGRgqMgVkREREQKjoJYERERESk4CmJFREREpOAoiBURERGRgqMgVkREREQKjoJYERERESk4\n5pyb2QuaHQUaUg5VA00zOog/L5q/7Gj+sqP5y47mL3uaw+xo/rKj+ctO6vwtcc7VZPLFMx7EjhmA\n2Xbn3GZfB1HANH/Z0fxlR/OXHc1f9jSH2dH8ZUfzl51s50/lBCIiIiJScBTEioiIiEjByYcg9ja/\nB1DgNH/Z0fxlR/OXHc1f9jSH2dH8ZUfzl52s5s/3mlgRERERkUzlQyZWRERERCQjCmJFREREpOAo\niBURmWZmVmxmtX6Po5BpDrOj+cuO5i8/+RbEmtlbzGyfme0xs3f6NY5CYWZRM7vNzHaZWYOZvT9x\nvD8xh3vM7Pt+jzPfmVl9ynz9IXHsfWb2opk9b2aX+T3GfGVm/5gyd3vMrMfMLtc9ODEzKzOznwGH\ngQ+nHB/3njOzfzezA2ZWZ2an+zHmfDPeHJpZlZn9wMx2m9kLZvbWxPGlZtadcj/e4ufY88FJ7sFx\nf251D440wf33xVGvhYNmtlb331gniV1y8xronJvxDyAO7AcWAHOBQ0CNH2MplA+gCngTYHg7XBwG\nFgH1fo+tkD5GzxewAtiVuCfXAi8BYb/Hme8fQDmwFwjpHjzpPMWA1wDXAf8vcWzcew54NfBgYk4v\nBp70e/z58DHBHJ4CXJD4fCXQkpjDpcADfo85nz7Gm7/E8fpxHqt7MM35SzlfC2xPfK77b+z8jBe7\nnJ+r10C/MrFbgP91zjU65w4Bv8O7SWQCzrlm59xPnKcJ75eACr/H9WfgSuCHzrl259wzQD3wss8+\npOFtwI+dcwN+DySfOec6nHP3AanzNNE9dxXwDefcgHPuXqDGzObO+KDzzHhz6Jx7zjn3QOLzPUA/\nUOzPCPPbBPfgRHQPjpLG/F0HfG0Gh1RQJohdziNHr4F+BbGLgIaUvx8A5vk0loJjZuuBKLATqEq8\nnXa/mWnru8l1J+brETPbgu7FqfpbTrxw6x7MzET33OjjjehenFTircgnnHNtgAM2Ju7HO81spc/D\ny2fj/dzqHsyAmYWBtwDfTRzS/XcSKbFLNTl6DfQriC0ChlL+PgQM+jSWgmJm1cDtwN8kfrOJO+dW\nAF8Gfurv6PKfc25NYr4+BHwH3YsZS9Qp9TjnngPQPZixie453YsZSgQJnwbeBeCca3DOVQKrgPuB\nb/g3uvw2wc+t7sHMvB54yDnXArr/TiY1diGHr4F+BbEH8ephkxbipZjlJMxsFnAn8E/OucdSzznn\nfgQUm5lKDNLgnPsD3lsYuhczdz3w1dEHdQ+mbaJ7bvTx+XgZChmHmS0Bfgy83TlXn3rOOTcE3Aqs\n92FoBWXUz63uwcxM9Fqo+y/FOLFLzl4D/QpifwNsMbPZiXqHcxLHZAJmVgb8EviEc+5XiWPVyYAh\n8ZZac/I3QhnLzErNbF7i89Pw3qa4D3irmZWY2VqgEnjSx2HmNTMrBV4H/DDxd92DmbuL8e+5u4B3\nmFnQzC4Gdjnnjvk50HxlZguAO4DrnXNPpB43s2Rt7DXAo36ML9+d5OdW92CaEr9ErcDLuCaP6f4b\nZbzYhRy+BoamcewTcs4dMrOPAtsShz7gnOv0YywF5EbgNOBzZva5xLE3AT8zsyG832De4tfgCkQJ\n8L9mFgRagWuccw+Z2beBp4Ee4DqXWFIp4/or4B7nXEfi7/OAX+geHJ+ZxYE/4a3CjZrZBXjZmzH3\nnJn9FG/V7l6gGdjqy6DzzARzmFzp/D0zSz50beLjq2bWD+zGm+uXtQnm7/PATeP83OoeHOUkP8MX\nAt8a9f+F7r+xxotdLiFHr4Gm/69FREREpNBoxy4RERERKTgKYkVERESk4CiIFREREZGCoyBWRERE\nRAqOglgRERERKTgKYkVERESk4CiIFREREZGCoyBWRERERArO/weYXMcpo5i8oQAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236b801d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAAGpCAYAAABBDMRkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236bcf5eb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAGpCAYAAABmokWMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236bcf703c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.getKData(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-1-2 0:0, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      " }\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator(KDATA, params[kpart(s): KDATA, ])\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator(IndicatorImp, params[])\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.getResultNumber()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.getResult(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator(IndicatorImp, params[result_num(i): 0, ])\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。如需延迟计算，需使用 Operand 进行包装，可以将 Operand 理解为指标公式进行四则运算的原型，详见后续章节。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[n(i): 22, ])\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAGpCAYAAACat25GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236bcf38e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.getParam('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.setParam('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[n(i): 22, ])\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "由于内建指标还不完整，在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(TA_SMA, params[timeperiod(i): 30, ])\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAGpCAYAAACat25GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4m+d5NvzzxiK4F0Bwb3GI4tBe1rCt4b2TJraTtF9T\nZ/Trm6RJ2jdp06zmbb82fdukTZrdNIkzPWLLljwkW8OWRIkiKYpDpCTuPcFNYt3fHxRd25EsigRw\n4wHO33H0qFqSwGmbAi48z3Vfl5BSgoiIiIhIS3SqAxARERER3SwWsURERESkOSxiiYiIiEhzWMQS\nERERkeawiCUiIiIizWERS0RERESawyKWiIiIiDSHRSwRERERaQ6LWCIiIiLSHIO/n9Biscjs7Gx/\nPy0RERERBahz584NSymtN/Mzfi9is7OzUVVV5e+nJSIiIqIAJYTouNmfYTsBEREREWkOi1giIiIi\n0hwWsURERESkOSxiiYiIiEhzWMQSERERkeawiCUiIiIizWERS0RERESawyKWiIiIiDSHRSwRERER\naQ6LWCIiIiLSHBaxRERERKQ5LGKJiIiISHNYxBIRERGR5rCIJSIiIiLNYRFLREREmiOlVB2BFDOo\nDkBERES0VB0j0/jpyXb8rqob6fHh+Oy+QuwpToIQQnU08jMWsURERBTw5pxufPZ353HwQh/0QuCO\nNclo6J3An/2sCusy4/D5/UXYmpeoOib5EYtYIiIiCnjfO3YFL9b14WO7cvH/bM+BLcYMp9uDp851\n41uHL+GDPzyNHass+Kv9RShNj1Udl/yAPbFEREQU0DpHZvDdo1dwb3kqvnBnMWwxZgCAUa/DBzdl\n4ujnd+Nv7y5Gfc847v2PN/CpX9fA4fIoTk2+xiuxREREFNC+9kIDjDqBv7mr+JpfNxv1+OiOXPzR\nxgx879gVfOf1K4gKM+AbD5b6OSn5E4tYIiIiClhHmgZwuGkQX7yrCMmx5vf83mizEZ/fXwSXR+L7\nx1pRnBKDx7dk+Skp+RvbCYiIiCggzTnd+MqBBqxKisKfbM9Z8s/91f4i7C604ivPN+BM26gPE5JK\nLGKJiIgoIP30ZDu6Rmfx1ftKYNQvvWTR6wS+9YG1yEyMwCd+cQ6tQ1M+TEmqsIglIiKigDMx58T3\njl3B7kIrtuVbbvrnY8ON+OGHNwAA3v/902gZmPR2RFKMRSwREREFnJ+80Qb7jBOf3Vu47MfIs0bh\nNx/bAp0APvCD06jvGfdiQlKNRSwREREFlLFpB350og13lCSveOZrflI0fvuxrQg36vHoD1nIBhMW\nsURERBRQvnf8CqYdLvzlvgKvPF62JRK/+dgWRIUZ8Gc/q8Lg5JxXHpfUYhFLREREAWNwcg7/fbId\n95enosAW7bXHTY+PwA8/sgFjMw584hfVmHe5vfbYpAaLWCIiIgoY33y5GU63xKf3eOcq7NuVpMbi\nm+8rx7mOMXz5uQZIKb3+HOQ/LGKJiIgoILzePIjfVnXjz3bkItsS6ZPnuKcsFX9+ax5+fbYLvz7b\n5ZPnIP9gEUtERETKjc868YWnL6DAFoXP7F3l0+f67N5CbMyOx3+8dhluD6/GahWLWCIiIlLu6y80\nYmhqHt98XznCDHqfPpdOJ/Cnt+Sgxz6L1y4O+vS5yHdYxBIREZFSr10cwFPnuvGJXXkoS4/zy3Pu\nKbbBFhOGn5/u8MvzkfexiCUiIiJlHC4Pvvx8AwpsUfiL2/P99rwGvQ6PbsrC8ZYhtA9P++15yXtY\nxBIREZEyv63qQtfoLL5wV7HP2wje7QObMmDQCTxZyauxWsQiloiIiJSYc7rx769dwoaseOwusPr9\n+W0xZuwvScZvq7ox5+TcWK1hEUtERERK/OJ0BwYm5vHZfYUQQijJ8PiWLIzPOnHgfK+S56flYxFL\nREREfjc178J3j17BLfkWbM1LVJZjS24C8pOi8Ase8NKcJRWxQogvCiFahBDNQoj7r/M9PxZCXPZu\nPCIiIgpGP32zDaPTDnx2n/c3c90MIQQ+tCUL57vHcb7LrjQL3ZwbFrFCiFsB3A+gHMAeAN8WQkRd\n43uSfZKQiIiIgsrgxBy+f6wVe4qTsDYzXnUcPLQuDREmPcdtacxSrsRuAHBYSjkrpewCUAdg8+IX\nhRBmAH8P4Eu+iUhERETB5KsHGjHv9uCLdxWrjgIAiDYb8eDaNBw434uxaYfqOLRESyliGwDsE0JE\nCSFSAKwF8PYjhH8H4LsARq/3AEKIJ4QQVUKIqqGhoRUFJiIiIu063DiAFy/04X/dlo9ca9SNf8BP\nHt+ShXmXB0+d61YdhZbohkWslPIggJcAVAH4DhauxI4AgBCiFEC5lPLJGzzGD6SUG6SUG6xW/4/Q\nICIiIvWm5l34u+fqUWiLxhM781THeYfilBhszI7HLyo74PFI1XFoCZZ0sEtK+SUpZZGU8iEA6QAu\nXv3SRwDkCyFqARwEkCGE+I1vohIREZGW/csrzeibmMP/eagUJkPgDUh6fEsWOkZmcOLysOootARL\nOdhlEEJEXv3zEwDarvbGQkr5OSlloZSyAsBdALqklH/k08RERESkOfU94/jpyXZ8aEsW1mepP8x1\nLXesSYYlyoSfn+IBLy1YysegCAC1QohuLEwpeEII8aAQ4nO+jUZERETBQEqJr73QiPgIEz67r1B1\nnOsKM+jx/g0ZeO3iAAYn5lTHoRtYSk/shJRylZQyXUp5t5RyQEr5rJTym+/6vnYpZb7vohIREZEW\nvdzQjzNto/jsvgLEhhtVx3lPD65Ng0cCh+r7VUehGwi8hhQiIiIKGvMuN75xsAmFtmj80YYM1XFu\naJUtGgW2KLxY16c6Ct0Ai1giIiLymf96sx1do7P423uKYdBro+y4uzQVZztGMcCWgoCmjd8mIiIi\n0pyhyXn8x2uXsac4CTtWaWfE5t1lyZASOHSBV2MDGYtYIiIi8okfnWjFjMOFLwTIZq6lyk+KRlFy\nNF5kERvQWMQSERGR103OOfHLyk7cVZqCvADazLVUd5em4Gz7GPrH2VIQqFjEEhERkdf9+kwXJudd\neGJnruooy3JXWQoA4CCvxgYsFrFERETkVU63Bz95sw1bchNQlh6nOs6y5FmjUJQczSI2gLGIJSIi\nIq86cL4XfeNz+NjOPNVRVuSeshRUdYyhb3xWdRS6BhaxRERE5DVSSvzgeCsKbFHYXaidiQTXcsea\nhZaCw40DipPQtbCIJSIiIq85cWkYF/sn8Wc7ciGEUB1nRfKskchOjMDhpkHVUegaDKoDEBGRf4zP\nOFHVMQopF/7v2AgjNmTFa77QoMDys1MdsEaH4b6KVNVRVkwIgduLbfj5qQ5Mz7sQGcayKZDwvwYR\nUQio67bj4z8/h953jQt6bHMmvnpfiWY2KVFgG5qcx+vNg/jojhyEGfSq43jF7cVJ+PEbbThxaRh3\nrElWHYfehkUsEVEQaegdx9dfaES02Yj7ylOxp9iGA+d78bfP1cMaFYb/+pONsESGAQBeqOvF94+3\non98Dv/+6FpEmPiWQCvzXG0P3B6JR9alq47iNRuzExBtNuBI0wCL2ADDVywioiDg9iwcpvm/rzYj\nLsIEnQBebRxAmEGHeZcHt+Rb8O0PrkVCpOmtnylNj0V6fDi+/HwDPvCD0/jxRzbCGh2m8J+CtO7p\n6h6Up8dilS1adRSvMep12FVgxevNg/B4JHQ6tt8EChaxREQaNzHnxJ/9dxUq20ZxV2kyvvFAKWLC\njahsG8HBC31IjQvHx3bmQX+NN98Pbc1GSmw4/uJXNXjwu2/ip3+yCflJ2tuuROo19I6jqW8CX7+/\nRHUUr9tTbMMLdX04323H2sx41XHoKjZBERFpmNsj8b9+VYNzHWP450fK8J1H1yE+0gS9TmBbngV/\n/0ApPrk7/5oF7KI9q2349RNbMOd04+H/PImz7aN+/CegYPHUuW6Y9DrcW679A13vtrvQCr1O4Ain\nFAQUFrFERBr2zy8342jzEL5yXwnetyFj2ZMGyjPi8MwntiMx0oTHflSJI02ci0lL53B58FxtL/as\nTkJchOnGP6AxcREmrM+Kx2H+vQgoLGKJiDTqudoefO/YFTy2OROPb8la8eNlJkbg6U9sQ6EtGp/6\ndS3ahqe9kJJCwdHmQYxOO/DI+uA50PVutxcl4WL/JLrHZlRHoatYxBIRaVBtlx1/9VQdNmUn4Mv3\neq8HMT7ShO99aD0MeoFPPlmNOafba49Nweupc92wRIVh5yptb+h6L7cX2wAAL9X3K05Ci1jEEhFp\nTFPfBD7ykzNIignDdx9fB5PBuy/laXHh+Nf3V6CpbwJfPdDg1cem4DMyNY/XLg7iwbWpQT1vOD8p\nCptyEvD9462YdfDDXSAI3t82CgrdYzP4/O/Oo2uUt2+IAKB1aAof+nElwo16/PKjW2CJ8s1IrFuL\nkvDJ3Xn41ZkuPFPd7ZPnoODw/PleuDwSDwdxK8Giz+0rxNDkPH52ql11FAKLWApgUkp84ZkL+N25\nbjz2o0r0v2vTEFGo6R6bweM/qoSUwC8+uhkZCRE+fb6/3FuATTkJ+NLv69kHSNf11LlurEmLQVFy\njOooPrcpJwE7C6z43rErmJxzqo4T8ljEUsB6rrYXJy4N47HNmRiZmsdjPzqNkal51bGIlPmHQxcx\nMefCz/90s19muRr0OvzL+8oBAH/9dB2klD5/TtKWpr4JNPROBNWGrhv53L4CjM048ZM32lVHCXks\nYikgjU078LUXGlGREYev3b8GP/7jjegem8WHfnwGwzdZyM672LtE2jc178LhxgE8tC4Nq1P9d8Ur\nIyECX7y7GG9eHsGTlZ1+e17ShqfPdcOoF7ivIk11FL8pS4/D/hIbfnSiFfYZh+o4IY0buyggfeNg\nEyZmnfjHh0uh1wlsyU3E9z+0Hk/87Bx2/dPr+OiOXHx0Rw6izcZr/vzI1DxevNCH52p7ca5jDLnW\nSGzPs2BrXiIMOoGRaQeGJ+cX/vfUPIan5pFrjcI3Hliz7DmbRL50uHEA8y4P7lMwSP7RTZk4dKEf\n/+dgE3YVWH3exkDa4HR78PvaHtxWlPSOdcah4C/3FuKVxuP44YlWfH5/keo4IYtFLAWcU1dG8NS5\nbvz5rXnv6LHaXZiEg5/agX95pRnfOnIJPzvVjq/cV4L733UF4Gen2vHVA41weySKkqPxsV25aOmf\nxNPV3fj56Y53fG+02QBLVBjMRj1+WdmJ9ZnxIXE4gbTn+fO9SI01Y52ClZdCCPx/j5Rh/78ex+d+\ndx5PfnRzUJ9Cp6U53jKE4SkHHlmfoTqK3xUmR+O2wiQ8W92Dz+0r5MUPRVjEUsD5rzfbYIkKw1/c\ntuoPvpafFIX/fHw96rrt+MrzDfjMb2qh1wncU7ZwderQhT58+fkG7C6w4q/vLHpHEexwedDYNwGd\nACxRYUiINMFs1AMAPB6J933/FP7+xUbsLrQi0UcnvomWwz7jwPGWIfzpLTnQvcf6WF9KiwvHV+8r\nwWd/dx5/+/t6/MNDpXzjDnFPnetGYqQJuwuDdzbse7mrNAVHLg7ifPc4KjLiVMcJSfwoTQHFPuPA\n0eYh3F+R+laBeS1l6XF48qNbsD4rHp/+dS2ONA3gXMcoPv2bWlRkxOE/H1//BydlTQYdKjLiUJYe\nh9S48Hc8vk4n8A8PlWJq3oVvvNjks38+ouU4VN8Pl0cq30n/8Pp0/Pmtefj12S585/XLSrOQWv3j\nczjcNIAH1qbBGKJX5fcU22DQCRyq71MdJWSF5m8eBayDF/rhcHvwwBIOCYSb9PjxH2/E6tQYfOLJ\navzpf1chJdaMH314w3sWwNdTYIvGJ3bl4ZmaHpy4NLSc+EQ+ceB8L3IskSjx44Gu6/ncvkI8UJGK\nb77SgmdrOD82VP3oRCs8EvjjbdmqoygTG2HEtnwLDl3o5+QORVjEUkD5fW0Pcq2RWJO2tDfrGLMR\n//0nm5CTGAmdEPjpn2xaUSvAJ2/NR64lEn/zbD0cLs+yH4fIWwYn5nCqdQT3lqcGxO17IQT+6ZFy\nbM1NxF89VYcfv9EGj4dv4KFkbNqBJys7cX95asgf8rtzTTI6R2fQ2DehOkpIYhFLAaPHPoszbaN4\noCLtpt6s4yNNeO7/3Y7XPrsL2ZbIFWUwG/X43P5CdI7OoKZzbEWPReQNL17og5TAfeUpqqO8xWTQ\n4XsfWo9dBVZ8/YVGfPgnZ7iMJIT818l2zDrd+PjuPNVRlNu32gadAA5d6FcdJSSxiKWA8XxtLwAs\nqZXg3cxGPeIivDPiZXu+BToBnLwy4pXHI1qJ39f2oig5GvlJ0aqjvENsuBE//PAG/MNDpTjXMYb9\n/3YcL9axNzDYTc278N8n27FvtQ0FtsD6nVQhMSoMm3MS2RerCItYChjP1fZgXWYcMhPV3p6KDTei\nNC0WJ68MK81B1NA7jvNddrxvQ2COMBJC4IObMnHwUzuQbYnEn/+yGn/521qu4wxiv6zswPisE5+8\nNV91lIBxZ2kyrgxN49LApOooIYdFLAWEpr4JXOyfxANrA2Pry9Y8C2o67ZhxuFRHoRD2ZGUnwgy6\ngF/pmWOJxFMf34pP3b4Kz9X24s5vncCF7nHVscjL5pxu/OhEG7bnJ3Kk1NvsL0mGEAsHk8m/WMRS\nQHiuthcGncDdpYHR97ctLxEuj8TZdvbFkhpT8y48V9ODe8tTERtx7c10gcSo1+Ezewvwu49vhccj\n8alf1/BwZJA5eKEPg5Pz+MQuXoV9O1uMGesz49lSoACLWAoIrzT0Y1u+JWCWDGzMToBRL3DyMlsK\nSI3f1/Rg2uHGY5szVUe5Kesy4/GNh0rROjz9BxvySNuerOxEriUS2/MTVUcJOPtLknGxfxJdozOq\no4QUFrGkXPvwNFqHp3F7UZLqKG8JN+mxNjOeh7tICSklnqzsxOqUGE3etr21MAk7C6z41uEWjE47\nVMchL2jqm8C5jjE8ujkzIEa9BZq9q20AgFcbBxQnCS0sYkm51y4OAlh44wsk2/ISUd87jvEZHlIh\n/6rutKOpbwKPb8nSbMHwt3cXY9rhxr8dblEdhbzgycoOmAw6PLI+sPuzVcm2RGJVUhSLWD9jEUvK\nvd48iDxrpPKpBO+2Pd8CKYHTbbwaS/71ZGUHosIMuK9C7ZrZlSiwReOxzZl4srITLTy1rWlT8y48\nW92De8pSvDbKMBjtXW3DmfZR2Gd498FfWMSSUtPzLlS2juK2AGolWFSeHodwo559seRXk3NOvFjX\nh/srUhEVZlAdZ0U+vacAESY9/vHQRdVRaAWer+3FtMONx7dkqY4S0PautsHtkXi9eVB1lJDBIpaU\nevPyMBxuD24NwCLWZNBhY04C+2LJr167OIh5lwcPBsi4uZVIiDTho7fk4rWLg2gfnlYdh5ZBSolf\nnO5AcUoM1mqwP9ufytPjYI0OY0uBH7GIJaVebx5EVJgBG7ISVEe5pu15ibg0OIXBSa7UJP84dKEf\nSdFhWJcZrzqKV3xgUwb0OoFfnelUHYWWobbLjsa+CTzGA103pNMJ7ClOwrHmIcy73KrjhAQWsaSM\nlBKvXxzCjlUWmAyB+au4JXdhlMzZNs6LJd+bcbhwtGUQ+0uSodMFR8FgizFjb7ENv63q4hu7Bj1X\n24swgw73a7g/25/2rrZh2uHGKd7B84vArBwoJDT2TaB/Yi4gWwkWFSZHQ68TuNg/oToKhYBjzUOY\nc3pwZ2my6ihe9diWTIzNOHGIG400xeOReKm+H7sKrIg2B/7CjUCwLc+CCJOeLQV+wiKWlHn96mit\n3YVWxUmuz2zUI9cSiaY+nq4m3ztY34+ESBM2ZQdme81ybc+zIDsxAk9WcvmBltR02dE/MRd0H6p8\nyWzUY+cqKw43DcDjkarjBD0WsaTMaxcHUZoWi6Ros+oo76koJQZNfbwSS74153TjtaYB7C+xwaAP\nrpdmnU7g0c2ZONs+huZ+fiDUipfq+2DUC9xebFMdRVP2rrZhYGIeF3rGVUcJesH1Skma0Tkyg+pO\nO/atDvwXx+KUaPTYZzExx6UH5DsnLg1j2uHGHWtSVEfxiUfWZ8Ck1/FqrEZIKXHwQj9uybcghq0E\nN+W2oiToBLd3+QOLWFLiqepuCAE8rIHtL8XJMQDAK0jkU4fq+xAbbsS2vODcS58QacJdpcl4troH\nc04e8Ap09T0T6LHP4s4g/VDlS/GRJmzITmAR6wcsYsnvPB6Jp89145Z8C1LjwlXHuaGilGgAYEsB\n+YzD5cGrjQPYU2yDMchaCd7u4fXpmJx34WjzkOoodAOH6vug1wns1cDdskC0b7UNzQOT6ByZUR0l\nqAXvqyUFrFOtI+ixz2pmB3dyjBlxEUYe7iKfqeoYxeScC/tLgrtg2JqbiPgII1680Kc6Cr0HKSUO\n1fcv/PeK5JrZ5Vgs/l9t4tVYX2IRS373u6ouxJgN2F+ijROvQggUJUdzzBb5zJm2UQgBbM4NzlaC\nRQa9DnesScGRpgHMOthSEKiaBybRNjzNqQQrkJUYiQJbFF5t5Fg5X2IRS341PuvEofp+3FeRCrNR\nrzrOkhUlx6C5f5IjU8gnzraPoig5BrHhwX+A5p6yFMw43DjK/fIB6+CFfggB7FvNInYl9q624Wz7\nGOwzDtVRghaLWPKrF+p6Me/y4H3rM1RHuSmrU2Iw43Cjc5T9TeRdTrcHNZ12bMoOjjWzN7I5JwGJ\nkSa2FAQoKSVeqOvFpuwEWKPDVMfRtL2rk+H2SLx2kR/YfIVFLPnV76q6UWCLQll6rOooN2XxcBdb\nCsjbGnsnMONwY2NOcC04uJ6FloJkHGkaZEtBAGrsm0Dr0DTu45rZFStLi0VSdBinFPgQi1jym86R\nGdR22fHI+nQIoa298AW2aOgE0MjDXeRlZ9tHAQAbg2xL13u5uywFs043XmdLQcB5/nwvDDrB0Vpe\noNMJ7Fltw7GWIY6V8xEWseQ3b14ZBrAwCFprzEY9ciyRuMgxW+RlZ9pGkZkQAVtMYG+u86bNOYmw\nRJnwYh1bCgKJlBIvnO/DLassSOBUAq/Yu9qGGYcbJ6++/5F3sYglvzl5ZQRJ0WHIs0apjrIsRSkx\naGI7AXmRlBJVHWMhdRUWAPRXr/S9dnEQMw6X6jh0VXWnHT32WdxbxlYCb9meZ0GM2YAD5/mBzRdY\nxJJfSClx6sowtuUlaq6VYFFxcjS6RmcxyfWz5CVXhqYxOu3AppzQONT1dneuScas041TV0ZUR6Gr\nDpzvhcmgw74gn1fsTyaDDneuScErDf1sKfABFrHkFy0DUxiecmBbnkV1lGUrurp+tmWAfbHkHaHY\nD7toXVY8jHqBM1f/HZBabo/EC3V9uK0wCdHm4B/15k/3VaRi2uHG65xS4HUsYskvFvuBtuVrd5h7\ncepCEcvDXeQtZ9tGYYkyIccSqTqK35mNepSnx+FMG4vYQHC6dQTDU/O4t5ytBN62JTcRlqgwPH++\nV3WUoMMilvzizcsjyEyIQHp8hOooy5Yaa0ZCpAm1nXbVUShInO0YxYasBM222KzUxpwEXOge56it\nAHDgfC8iTXpNHrwNdHqdwN2lyXjt4iDb0byMRSz5nMvtQWXrCLblafcqLLCwfnZTdgIq29jDRyvX\nPz6HrtHZkJkPey2bshPg8kjUdI6pjhLSZhwuvFjXh30lyQg3aWeTopbcV5GKeZeHM2O9jEUs+VxD\n7wQm513Ylq/dfthFm3MT0D02i+4xbu6ilVnsBd0Ugv2wi9Znx0MIsC9WsedrezE578KjmzNVRwla\nazPikRYXjgNsKfAqFrHkc4vzYbfmavtKLLDQ2wQAla1806WVea1pAPERRhRf3QYXimLMRhQnx7x1\nwI3UeLKyEwW2KGzICr0pGf6i0wncU56CE5eGMTbtUB0naLCIJZ87dWUEBbaooNjDXWiLRlyEEadb\n2VJAy+dweXDk4iD2FNtg0If2y/CmnARUd9jhdHtURwlJdd12XOgZx+NbskK2N9tf7i1LhcsjcbCe\nM2O9JbRfPcnn5l1unG0f1fRorbfT6Rb7YnnliJbvdOsIJudc2F+SrDqKcptyEjDrdKO+Z1x1lJD0\n5OlOhBv1eGBtmuooQa8kNQY5lkgcutCvOkrQYBFLPlXbacec06P5Q11vtzk3EZ2jM+i1z6qOQhr1\nckM/Ikx63LIqOD7crcTijFyO2vK/8Vknnj/fi/srUhHD2bA+J4TAHWuScap1hC0FXsIilnyqqmPh\n1HEwDXPffPU0OacU0HJ4PBKvNg5gd6EVZiNPglujw5BriWRfrAK/r+nBrNONxzZnqY4SMu5akwK3\nR+LVJk4p8AYWseRT1R1jyLVGIj7SpDqK1xSnxCDGbMDpK3zTpZtX02XH4OQ8WwneZmN2As62j8Hj\nkaqjhAwpJZ6s7EB5eixK02NVxwkZa9JikB4fjkMX2BfrDSxiyWeklKjuHMP6zOA68arXCWzK4bxY\nWp5XGvph1AvcyqHyb9mUk4DxWSdaBrkNz1+aBybRMjCF92/MUB0lpAghcEdJMt64PIwJLj5YMRax\n5DNtw9MYm3FiXRCObdmSm4j2kRn0j8+pjkIaIqXEyw392JpnYQ/i22zKYV+sv73aMAAhgL2rbaqj\nhJw7S1PgdEscYUvBirGIJZ+pvrqedV2QXYkFgM05V+fF8mos3YSWgSm0j8xgfwkLh7dLjw9HSqyZ\nRawfvdo0gIqMOCRFm1VHCTlrM+JgiwnjlAIvYBFLPlPdOYboMANWJUWpjuJ1q1NjEB1m4LxYuikv\nN/Tz6tc1CCGwMTsBZ9pGISX7Yn2tf3wOdd3j/D1URKcTuHNNCo61DGF63qU6jqaxiCWfqe4YQ0Vm\nHHS64BugrdcJbMiO55Ujuikv1vVhQ1Y8r35dw8acBAxOzqNzlCudfW3xZPzeYhaxqtyxJhnzLg9e\nbx5UHUXTWMSST0zOOdEyMBmUrQSLNuYk4MrQNEam5lVHIQ1o7p9E88Ak7i1PVR0lIG1mX6zfvNo4\ngOzECOQH4V0yrdiYnQBLlAkHOaVgRZZUxAohviiEaBFCNAsh7n/X1/5RCHFRCNEphPgr38QkrTnf\nNQ6PRFAOJ6IvAAAgAElEQVQe6lq06ers27PtY4qTkBYcON8LnQDuKk1RHSUg5VujEBdhZBHrY5Nz\nTpy6Moy9q21cM6uQXidwd2kKDjcNYnyWUwqW64ZFrBDiVgD3AygHsAfAt4UQb//49m0pZRGAdQC+\nJISI9klS0pTqzoXCriIjTnES3ylNj4XJoOOQdrohKSWeP9+L7fkWWKLCVMcJSDqduDovln+ffOl4\nyzCcbom9qzmnWLWH16fD4fLwauwKLOVK7AYAh6WUs1LKLgB1ADYvflFK2Xv1j6kAOgBMez0laU51\n5xhWJUUhNjx4xwiFGfSoSI/jmy7dUF33ODpHZ3BvGVsJ3sum7AS0j8xgcIKj63zl1cZ+JESasD6I\n75JpRWlaLPKTovBMdbfqKJq1lCK2AcA+IUSUECIFwFoA1sUvCiF2CyG6ABwD8DkppefdDyCEeEII\nUSWEqBoaGvJWdgpQHo9ETac9JF4kN+bEo6F3gidM6T0dON8Lo15g/xpe/Xovb82L5QdDn3C6PXjt\n4iBuK0qCPggP3GqNEAIPrUvD2fYxdIzw+t9y3LCIlVIeBPASgCoA38HCldiRt339qJQyA8A2AN8T\nQuRe4zF+IKXcIKXcYLVa3/1lCjKtw9MYn3UG9aGuRRuzE+C+WrQTXYvHI/FCXR92FSQF9Z0JbyhJ\njUGESc++WB+pbB3FxJyLo7UCyAMVaRACeLamR3UUTVrSwS4p5ZeklEVSyocApAO4eI3vaQLwBhZ6\nYymEVXcs9MOuywrefthF67PioRO8ckTXd7Z9FP0Tc7i3nAe6bsSg12FdJkfX+cqLF/oQadJjVwEv\nJgWK1LhwbMtLxDPVPZyRvAxLOdhlEEJEXv3zEwDarvbGQghhFkKsv/rnJABbANT6MC9pQFXHKGLD\njci1BP/4lmizEcUpMTjLN126jufP9yLcqOfVryXalJOA5oFJjM/wxLY3udwevFTfh9uLbTAb9arj\n0Ns8tDYdnaMzONfBSTc3aylXYiMA1AohurEwpeAJIcSDQojPARAAviuEaAfwOoAvSykv+ywtacLp\n1lFsykkIyiUH17IxOwE1XWNwuv+gHZxC3JzTjRfq+nB7cRIiTAbVcTRhY3YCpFz4MEzec6p1BGMz\nTtxdxjsCgeaONcmIMOnxdDVbCm7WUnpiJ6SUq6SU6VLKu6WUA1LKZ6WU37w6sWCzlDJbSlkipXzS\nH6EpcPWNz6JzdAZbchNVR/GbTTkJmHN6UN8zrjoKBZgX6/owPuvEo5syVUfRjLWZcTDqBVsKvOzF\nOrYSBKrIMAPuKEnGi3W9cLh4MeRmcGMXeVVl68Ibz+L2nVCwIXvhABtHbdG7PVnZgVxLJLbmhc6H\nupUyG/UoS49jn7kXOd0evNTQj72r2UoQqO4sTcHEnAunW0du/M30Fhax5FWnW0cQYzagOCVGdRS/\nSYo2IzsxAmfa2M9E/6OxdwLVnXY8ujmTm5Fu0sbsBNT3jGPW4VYdJSicvDIC+4yT2+IC2I5VFkSY\n9Hi5oV91FE1hEUteVdm20A8bajMIN+UsbBpye3i6lBb88kwHwgw6PLI+XXUUzdmYHQ+nW6K2i6Pr\nvOFgXR+iwgzYyVaCgGU26rG70IpXGwfg4fvIkrGIJa8ZmJhD2/B0SPXDLtpVkITxWedb63YptE3N\nu/BsdQ/uKUtFXIRJdRzN2ZCVACHYouMNbCXQjv0lyRicnEcNP7wtGYtY8prFXp7NOaFXxO4osMCg\nEzjcNKA6CgWA52p7MO1w47EtPNC1HLERRhTaolnEesGbl4cxPuvE3WwlCHi3FiXBqBd4hS0FS8Yi\nlrzmdOsoosMMWJ0aOv2wi2LMRmzOTcCRpkHVUUgxKSWePN2J4pQYrM0I/oUfvrIxOwHVHWNwcXTd\nihxuGkCESY8dBRbVUegGYsxGbM2z4OWGfi4+WCIWseQ1lW0j2BiC/bCLbi+y4fLgFHdgh7jjl4bR\n2DeBD23J4oGuFdiYk4BphxtNfZOqo2ja8ZZhbM1NRJiBrQRasL/EhvaRGbQMTKmOogksYskrBifn\n0Do0HVKjtd7t9uIkAODV2BAmpcS/vNKM9PhwHuhaoU3ZC68lHLW1fO3D0+gcneGBLg3Zu9oGIcAp\nBUvEIpa8YnE+bCge6lqUlRiJ/KQoHLnIvthQ9XLDAOq6x/Gp21fBZODL60okx5qRkRDOlc4rcPzS\nEACwiNWQpGgz1mXGs4hdIr7KkldUto0gKsyAkhDsh32724uTUNk6iok57n0PNW6PxP99tRm51kg8\nuDZNdZygsDFrYXQd+wOX53jLEDITIpCdGKE6Ct2E/SU2NPROoHtsRnWUgMcilryiqn0MazPjYNCH\n9q/UnmIbXB6JEy3DqqOQn71Q14uWgSl8Zk9ByP898JaNOQkYmXagbZh95jfL4fLg5JUR7CywsDdb\nY24rWmhNO873kRviKy2t2PS8Cy0Dk1ibGa86inLrMuMRF2HEEY7aCilOtwf/+moLilNiOMrIizZe\n7YvlqK2bV9UxihmHGztXsZVAa/KsUUiNNeN4y5DqKAGPRSytWF33ODwSHCcEQK8TuLUwCa83D3J7\nVwg51jyE9pEZfHrPKuhCdDqHL+RZI5EYaeJK52U43jIMg05ga17onlPQKiEEdhZY8eaVYY6YuwEW\nsbRii6shy1nEAlhoKRibcaKKV49CxolLQwi/ujaSvEcIgY3ZCahsG2Ff7E063jKEdVnxiDYbVUeh\nZdhZYMXknIurl2+ARSytWG3XGLISI5AQyfWaALCr0AqTQYeXG9hSECpOXBrGltwEzuL0gVtWWdA9\nNotW9sUu2dDkPBr7JrCLUwk0a3ueBToBHGNLwXtiEUsrVttlZyvB20SFGXBLPreuhIrusRm0Dk/j\nFvYe+sTi1e2jzXwzX6oTV0drsYjVrtgIIyoy4tgXewMsYmlF+sZnMTAxjwoWse+wv8SGHvssGnon\nVEchH3vj0sIJ4p2ruNbTF9LjI5CfFIWjzVwislTHW4aQGGnC6pTQHnmodbsKklDXM47RaYfqKAGL\nRSytSG3nQr9OBScTvMOeYht0AniFA6uD3onLw7DFhCE/KUp1lKC1q8CKyrZRzDrcqqMEPI9H4vil\nYexYZeEhQ43bWWCBlMAblzlq63pYxNKK1HbZYdLrUJwSrTpKQEmMCsPG7AT2xQY5t0fizcvDuCXf\nylmcPrS70AqHy4NTrXwzv5GG3gmMTju4pSsIlKXHIS7CiGNspbkuFrG0IjWddqxOjeGBlmvYX5KM\n5oFJtPNAStCq7xmHfcaJnQVsJfClTTkJCDfq2Re7BIurZnewR1vz9DqB7fkWnLg0xPMV18EilpbN\n5fbgQs84+2GvY1+JDQC4AzuILd7m257PItaXwgx6bMtLxNFmvpnfyLGWIZSkxsAaHaY6CnnBrlVW\nDE7O42L/pOooAYlFLC1b88AkZp1urM1kEXst6fERWJMWwyI2iB1vGcLqlBhYolgw+NruQis6R2e4\ngvY9TM45Ud0xxlaCILK70AoheDHkeljE0rItDmHmldjr2786GdWddgxOzKmOQl42Pe9CdecYdnAq\ngV/sLlzYJ8+Wgus7dWUELo/kqtkgkhRjxqbsBBw438u7ENfAIpaWrbbTjoRIEzITIlRHCVh3liYD\nAJ4/36s4CXlbZdsInG7J3kM/yUiIQK41Ekc5N/O6jl8aQqRJj/VZnBYTTO4tT8WVoWk09bGl4N1Y\nxNKy1XbZUZ4ey1PZ7yE/KRobs+Px89Md8Hj4KTqYVLaOwqTXYUM2CwZ/2V2QhNOtIxy1dQ1SShxr\nGcLWPAtMBr61B5O7SlOg1wleDLkG/qbTsozPOnF5aAprOR/2hj68NRsdIzM4dolXkIJJTZcdxakx\nMBs5mcNfdhRY4HB5cK5jTHWUgNM+MoOu0Vns4qSMoJMQacIt+Ra2FFwDi1halprOMUgJbOBtqxva\nX5KMpOgw/Oxku+oo5CUutwcXuse5btnPNmYnwKATOHmF82LfbXE9KQ91Baf7ylPRY59FzdWzKLSA\nRSwty7mOMegEUM438RsyGXR4dHMmjrYMcWZskGgZmMKs081DjX4WFWZAeUYc3rwyojpKwDneMoSs\nxAhkJUaqjkI+sLfEBpNBh+dr2VLwdixiaVnOdYyhOCUGkWEG1VE04dFNmdALgV+c7lAdhbyAkznU\n2Z6XiAvddkzMOVVHCRgutwenW0c4KSOIxZiNuLXQihcv9MHN8xVvYRFLN83l9qC2y85WgpuQFGPG\nnaUp+G1VF2YcLtVxaIVqu8YQH2FEViInc/jb1jwLPBI40zqqOkrAqO+dwLTDjS25iaqjkA/dV56G\nocl5VLbxTsQiFrF00y72T2LG4cY6FrE35SNbszAx58JzvB2kebVddpRnxHEyhwJrM+MQZtDhJFsK\n3lLZuvDvYlNOguIk5Eu3FSUhwqTHgfN9qqMEDBaxdNMWTwZzFuHNWZ8Vj1VJUXi2ukd1FFqByTkn\nLg1OsZVAEbNRj43ZCTzc9TanW0eQZ41EUrRZdRTyoXCTHrcWJeHVxn62FFzFIpZuWlXHGJJjzEiL\nC1cdRVOEELi3PBVnO0bRP84NXlp1oXscUoLj5RTampeIi/2TGJ6aVx1FObdHoqp9DJvZShAS7lqT\nguEpB862s50GYBFLy1DdMYb1WfG8lboM95SlQErgxQu8HaRViyNuKtJ5JVaVbXkLBdvpVrYUNPZO\nYHLexX7YELG70Iowgw4v1ferjhIQWMTSTekbn0WPfZatBMuUa43C6pQYvFDHvlitqu2yI9cSidgI\no+ooIas0LRbRYQa8eZlF7GIhv4X9sCEhMsyA3YVWHKrv4xZIsIilm8R+2JW7pzwFNZ12dI3OqI5C\nN0lKidouO/thFTPoddicm4BT7ItFZdsIciyRSIphP2youHNNCgYm5rn4ACxi6Sad6xiD2ajD6tQY\n1VE0657SVABsKdCi3vE5DE3OoyKTRaxqW/MsaB+ZQY99VnUUZdweicq2UWzJ5VXYUHJbcRKMeoFD\nfA9hEUs3p7pjDOXpcTDq+auzXJmJEShPj2VLgQbVdnLJQaDYnr/QA/rmpdC9GtvUN4HJORc257Af\nNpTEmI3YscqKQ/X9kDK0WwpYidCSzTrcaOidYCuBF9xbnor6ngmuodWY2q4xmAw6FCXzToRqhbZo\n2GLCcOzSkOooylS2LZxQ38wrsSHnjjXJ6LHPor5nQnUUpVjE0pKdbhuByyM5UNsL7ipNAQBejdWY\nqo4xlKbFwmTgS6dqQgjsWGXFG5eGQ3Zm5unWEWQlRiAlluMOQ82+1TYYdAIH60O7pYCvxLRkR5oG\nEGHSc5SLF6TGhWNDVjxeqAvtFyAtmXG4cKF7HJv5IS5g7CywYnzWifPdoXfAxeORONM2yt/HEBUX\nYcLG7AQcaw7dOxEAi1haIiklXmsaxC35FpiNetVxgsI9ZSm42D+Jy4OTqqPQEtR02nknIsDsyLdA\nCOB4S+i9kVe2jWJ81olbVllVRyFF1mfFo3lgErMOt+ooyrCIpSVp6ptE7/gcbi9OUh0laNxVmgIh\nwD3YGlHZNgqd4Hi5QBIfaUJZelxIFrHPVHcjKsyAvcU21VFIkYqMOLg9EvW946qjKMMilpbkSNMA\nAODWIhax3pIUY8bmnAS8UNcb8idMteBM2whKUmMRbeaSg0Cya5UFtV12jM84VUfxmxmHCwcv9OGu\n0mSEm3hnLFSVX52Scj6E58WyiKUlOXxxEOUZcUiK5kBtb7qnLBVXhqZxsZ8tBYFs3uVGTaedrQQB\naGeBFR4JvHE5dEZtvdIwgGmHGw+vS1cdhRSyRochLS48pJcesIilGxqanMf5Ljv28Cqs1925Jhl6\nncCB85xSEMjquscx7/KwiA1AFRlxiDYbQqql4OnqbqTHh2NjNn8fQ11FZhyvxBK9l9cvDgIAbmfv\nldclRoVhW14iXqjrY0tBADtzdR4ni4bAY9DrsD3PguOXhkLi71D/+BzevDyMh9amQacTquOQYhXp\ncegem8Xw1LzqKEqwiKUbOtw0gNRYM4pTolVHCUr3lKWgc3QGF3pCtzk/0FW2jaLAFoWESJPqKHQN\nuwqt6Bufw+XBKdVRfO652h54JPAgWwkIeGsFdqhejWURS+9pzunGiUvDuK04CULwU78v7C9JhlEv\nODM2QLncHpxrH2UrQQDbWbAwZuq1q3eNgpWUEk9Xd2NdZhxyLJGq41AAWJMaC71OoJZFLNEfOt06\nglmnm60EPhQXYcKOVVa8yJaCgNTYN4FphxubuJ8+YKXFhaMsPRa/rw3u3vLGvgm0DEzhIV6FpavC\nTXoU2qJZxBJdy6krIzDpddjKLV0+dUfJwh7spj5OKQg0i/2w3IwU2B5el46mvgk09gbvLvnDjYMQ\nYuFAKNGi8oyFw12eEFy/zCKW3tPptlFUZMRxS5eP7S5auB36enNw3w7Vosq2UWQnRsAWw/Fygey+\n8lQY9QJPV3erjuIzR1sGUZYeh8SoMNVRKICszYjDxJwLbSPTqqP4HYtYuq6peRfqe8axOZdXoHwt\nKdqM0rTYtyZBUGCQUqKqfRQbOJUg4MVHmnBbURKeq+2B0+1RHcfrxqYdqO2yY3cB18zSO4Xy0gMW\nsXRdVe2jcHskNrMX0C9uLbSiunMMY9MO1VHoqo6RGYzNOLEuk6tmteDhdekYnnIE5czYE5eHISWw\nu5BFLL1TflIUIk36kOyLZRFL13W6dRRGvcC6rDjVUULCrUVJ8Ejg+KXgewPWqsU3hYoM/h3Qgt2F\nSUiINAVlS8HR5kHERxhRls7fRXonvU6gND2WV2KJ3q6ybQRl6XGIMBlURwkJ5elxSIw0Bf2YIC2p\n7bIj3KhHgS1KdRRaApNBh/vKU3G4cRD2meC5o+HxSBxvGcKOVVboueCArqEiIx6NfROYc7pVR/Er\nFrF0TdPzLtR1j/NEth/pdAK7Cq041jIEdwieMg1ENV12lKbHwqDnS6VWPLI+HQ63BweCaO5yQ+8E\nhqccbCWg66rIiIPTLdHUF7zTOa6Fr8x0Tec6xuD2SGzhaC2/uq0oCfYZJ2o6x1RHCXnzLjeaeiew\nlq0EmlKSGoNCWzSePhc8LQVHr04t2clDXXQdiy1PodYXyyKWrul06wj0OoH1WTzQ4k+Ltws5aku9\nxt4JONwe9sNqjBACD69PQ22XHVeGgmMN7dGWIZSlx8LC0Vp0HcmxZiTHmFnEEgELszHL0mMRGcZ+\nWH+KDTdiQ1Y8XrvIw12qvXWoK5NFrNY8UJEGnQCeCYIDXvYZB2o6xzhai26oPCP0DnexiKU/MONw\noa7bztFaitxWlISmvgn02mdVRwlptV122GLCkBIbrjoK3aSkGDN2FljxbHWP5rcYnbg0DI8EdhUm\nqY5CAa4iIx7tIzMhNaaRRSz9geoOO5xuySUHitxebAMAvNo4oDhJaKvtsmNtBttptOqhdenoHZ/D\nqdYR1VFW5EjTAOIjjGxroRsqz4gFAJzvDp2rsSxi6Q9Uto1AJ4AN7IdVIj8pCnnWSLzc0K86Ssga\nnXagY2SGrQQatm+1DdFmg6YPeDndHrx2cRC3Fdk4WotuqCw9DkKE1uEuFrH0B6rax1CSGotos1F1\nlJC1vyQZlW2jIXVbKJDUdi1Mh+DVL+0yG/W4pywFh+r7MTXvUh1nWc62jWJizoW9q22qo5AGRIUZ\nsCopKqT6YlnE0js43R7Udtk5lUCx/SXJcHskjnDxgRK1nXboBFCaFqs6Cq3Aw+vSMet049AFbc6M\nfbVpAGEGHXYWWFRHIY2oyIhDbZcdUmq7F3ypWMTSO1zsm8Ss0411LGKVKkuPRUqsmS0FitR02VFg\ni+Z0Do1bnxWP7MQITa6hlVLi1cYB3JJv4dZEWrLyjDiMzTjRNRoaB4NZxNI7nOsYBcB+WNWEENi3\n2objLUOYcWjzVqhWeTwS57vsWMt+WM0TQuChdek43TqKrtEZ1XFuysX+SXSPzbKVgG7KYgtUTVdo\nLMxhEUvvUNUxhpRYM1LjOFZItf0lyZh3eXC8hTNj/aljdAYTcy6Up7OIDQYPrk0DADxb06M4yc15\ntXEAQgC3FXO0Fi1doS0aZqMuZA53sYild6juGGM/bIDYlJOAuAgjXm7gqC1/qu8ZBwCUprMfNhhk\nJERgS24Cnqnu1lSf4KuNA6jIiENStFl1FNIQg16H0rTQWXrAIpbe0mufRe/4HIvYAGHQ63B7kQ1H\nmgbgdHtUxwkZ9b3jMOl1WJUUrToKecnD69LRPjKD6k5t3GLtG5/FhZ5xthLQslRkxKG+dwIOV/C/\nb7CIpbec61h4gWcRGzj2l9gwMefCaY0PbNeS+p5xFCZHw2Tgy2OwuLM0BeFGPZ46p42WgsNXF53s\nYxFLy1CREQ+Hy4OG3nHVUXyOr9L0lnMdYwg36lGcEqM6Cl21s8CKSJMeBy9wSoE/SClR3zOBNRyt\nFVSiwgy4c00yXqjrxZzTrTrODb14oQ85lkjkWaNURyEN2pSzsG3zdOuo4iS+xyKW3nKuYwzlGbEw\n6vlrESjMRj1uL7bhpfo+uNhS4HPdY7MYn3ViTRo/yAWbh9enY3LOFfDrnC8PTuF06ygeWZ8OIbil\ni26eNToMq5KiNL9yeSlYrRAAYMbhQmPfBDZkJaiOQu9yd1kKxmacIfGCpNrioa41qbwSG2y25CYi\nJdYc8DNjf3WmE0a9wPs3ZKiOQhq2NS8RVe2jQX+egkUsAQDOd43D7ZHshw1Au662FLxYp82tQ1pS\n3zsOg06gMJmHuoKNXifw4No0HG8ZwuDEnOo41zTndOOpc93YX5IMa3SY6jikYVtzEzHjcKOuO7in\nFLCIJQD/s+SAA94Dj9mox97VNrzU0B/0n6pVq++ZwCpbNMxGveoo5AMPr0+HRwK/rw3MA14v1PVh\nfNaJxzZnqY5CGrc5NxFA8PfFLqmIFUJ8UQjRIoRoFkLc/66vfUoI0SSE6BBC/FwIwf14GlTVMYZV\nSVGIizCpjkLXcHdZKuwzTpy6wpYCX1k41DWONanshw1WedYoVGTE4elzPQE5M/bJyg7kWSOxJZdt\nXbQyCZEmFCVHB/17xg2LWCHErQDuB1AOYA+Abwsh3n5kcvLq1/IA2AD8kQ9ykg+53B5UtY9hYw5f\nOAPVjlUWRIcZ2FLgQ/0TcxiZdnAyQZB7eH06mgcm0dA7oTrKOzT0jqOm047HNmfxQBd5xZbcRFR1\njGLeFfgTOZZrKVdiNwA4LKWclVJ2AagDsHnxi1LKn0gpHVJK19WvsRLSmLqecUzNu7A9z6I6Cl0H\nWwp8r75noahhERvc7i1LgUmvC7gDXr+s7ESYQYeH16WrjkJBYmteIuacHpzvCt55sUspYhsA7BNC\nRAkhUgCsBWB99zcJISIA3A3gwDW+9oQQokoIUTU0xD3wgebk5WEAC7/wFLjuKk3B+KwTb17970Xe\nVd8zDp0AilN4qCuYxUWYsGd1Ep6v7Q2YD4RzTjeeq+3FPWWpiI0wqo5DQWJLTiKEQFC3FNywiJVS\nHgTwEoAqAN/BwtXWd/wbEULoAPwMwL9LKduv8Rg/kFJukFJusFr/oP4lxU5eGUFxSgwSItkPG8h2\nFCy0FLxUz8UHvlDfM448axQiTGzrD3YPr0vHyLQDR5sD46LK6xcHMTXvwoNr01RHoSASG2HE6pQY\nnGoN3gsfSzrYJaX8kpSySEr5EIB0ABcXvyYWmnd+BKBRSvld38QkX5lzulHVMYZtvAob8MIMeuwo\nsOBo81BAHkrRuvrecZSylSAk7CywwhJlwtPnAqOl4EBdLyxRYbwbRl63NTcR1Z12TWyqW46lHOwy\nCCEir/75CQBtV3tjF/0ngH4p5d/5KCP5UHXHGBwuD4tYjdhdkIT+iTlc7J9UHSWoDE7OYWBiHiUs\nYkOCUa/D/RVpOHJxAGPTDqVZJuecONI0iLtLk6HX8UAXedeW3EQ4XB7UdAbnvNilXImNAFArhOjG\nwpSCJ4QQDwohPieEuAXAEwDeL4S4fPV/PujLwORdJ6+MQK8Tb+1apsC2q3ChHSdQboMGi4bFQ10c\nrxUyHlybBqdb4tUmtWtoDzcNYN7lwb3lqUpzUHDalJsAnUDQbny8YfOXlHICwKp3/b+ffdufuTBB\nw05eGUZZeiyizTxMoAW2GDOKU2JwtHkQn9idpzpO0KjpskMnOJkglJSkxsASZcKbl4eVrnh9vrYX\naXHhWJfJbYnkfTFmI9akxeL0lRFgr+o03scCNIRNzjlxvnucrQQas7vQinMdY5icc6qOEjRqu+wo\nsEUjMoyHukKFEALb8y148/KIsh7zsWkHTlwaxj1lKdCxlYB8ZGtuImq6xjDrCL6+WBaxIexs+yjc\nHsn5sBqzu8AKl0fizcvBeXvI36SUON9l58rlELQ934LhqXm0DEwpef5D9f1weSRbCcintuQlwumW\nONcxpjqK17GIDWEnL4/AZNBhXRZvY2nJuqx4RIcZcKxlUHWUoNA2PI3xWScqMljEhprt+Qsf4N9Q\nNHv5wPle5FoiUcJebPKhjdkJ0OtEUI7aYhEbwt68MoL1mfEwG/Wqo9BNMOp12J7PUVveUtu1cGq3\nIoMf5kJNWlw4ci2RShaItA5N4XTbCO4pT+WaWfKpqDADytJjcbp1VHUUr2MRG6LGZ51o6pvAllz2\nw2rR7kIr+sbnlN0GDSa1XXZEmvTIT4pSHYUU2JafiNOtI37d3iWlxFcONCLKZMDjWzL99rwUurbk\nJuJ8lx3T8y7VUbyKRWyIOn/16tN6thJo0v+M2mJLwUrVdtlRlh7HGZ0h6pZ8C2Yc7reuyPvDyw0D\nON4yhM/sLUBStNlvz0uha2tuIlweiaog64tlERuiajrtEAIoz+BIIS1KiQ1HUXI0XmcRuyJzTjea\n+iZQwUNdIWtrrgVCwG8tBTMOF77+QiOKkqPx4a1ZfnlOog3Z8TDqBU5dCa4DwSxiQ1RN1xgKkqI5\nH1n0UocAAB23SURBVFbDbi9Owtn2MeUbh7SsoXcCTrfkoa4QFhthRFlarN+K2O+8fhk99ll87f41\nMOj5Fkz+EWEyoDw9LuiWHvBvUAiSUqKmkyOFtG5/STLcHonDijcOadniLeS1LGJD2vZ8C2o67Zjy\ncb/g5cEp/PB4Gx5am8YtieR3W/MSUd8zHlQzxlnEhqDFkUIsYrWtNC0WqbFmvNzAIna5arvsSI01\nIymGfYmh7JZ8C1weiTNtvrtKNetw48+frEZkmB7/+64inz0P0fVszU2E2yNxtj14phSwiA1BNZ1X\nrz5xzaGmCSGwryQZJy4NYcYRXCdO/aW2a4z9sIR1WfEIN+px4Hyfz57j756rR8vgJP7tA2t5mIuU\nWJcVD5Neh5NBtCiHRWwIqu4cQ3SYAflWjhTSun0lNsy7PDjWPKQ6iuaMTM2ja3SW/bAEs1GPxzZn\n4rnaHrQNT3v98X9b1YXfnevGX9yaj10FVq8/PtFSmI16bMyJx/FLwfN+wSI2BNV02lGeEcdd3UFg\nU3YC4iOMeLmhX3UUzeGSA3q7J3blwqjX4T9eu+zVx73YP4Ev/b4e2/IS8ak9BV59bKKbtbsgCS0D\nU+i1z6qO4hUsYkPMjMOFi/0TWMdbqEHBoNfh9mIbjlwchMPlv2HtwaCqYwwGnUBpGsfMEZAUbcaj\nmzPx+9oedIx452qsxyPx10/VIdpswLc+sJaziEm53W/NGA+Oq7EsYkNMXfc4PJL9sMFkf0kyJudc\nOB1ko1N87Vjz0EIvpIlrl2nBx3flQa8TXrsa+5uqLpzvHsff3F0Ma3SYVx6TaCXyk6KQFhceNIty\nWMSGmMVDXewDDB47VlkQYdKzpeAmDE7MobFv4q2rEkQAYIsx49FNmXimpgedIzMreqyxaQf+6aWL\n2JSdgAcq0ryUkGhlhBDYVWjFm5eHg+LuHYvYEFPTOYYcSyTiI02qo5CXmI167Cqw4uWGgaB4UfKH\noy0Lt9J2FyQpTkKB5uO78qAXAv92uGVFj/PPrzRjYs6Frz1QAiHYRkCBY3eBFdMON6o6tD9qi0Vs\nCJFSoqbLzsHuQeiPNmZgeGoevzrTqTqKJhxrHoItJgzFKdGqo1CASY4140935OCZmp5l392o67bj\nV2c68ZGt2ShKjvFyQqKV2ZZvgVEvgmKqDYvYENJjn8XQ5DyXHAShXQVWbMlNwLePXAqqbSy+4HJ7\ncOLSEHYVWHmFjK7pM3sKsCYtBv/76ToMTMzd1M+2D0/jL35Vg8TIMHx67yofJSRavqgwAzZkJQTF\n4S4WsSHE6Za4vyIVm3ISVUchLxNC4At3FmNk2oEfHm9VHSeg1XTZMTHnwu5CthLQtZkMOnzrA2sx\n63Tjs789D49HLunnqjvH8NB/nsTErBM/+PB6xJiNPk5KtDy7C61oHpjU/KgtFrEhJMcSiW99YC0K\nk3kLNRiVZ8Th7rIU/PBEGwZv8upRKDnaPAi9TmB7vkV1FApgedYo/N09JXjj8jB+eOLGHwwPXujD\nB39wGtFmA5755Has4wQYCmCLH+KPtWj7aiyLWKIg8vl9hXC6Pfi3I5dURwlYR5uH/v/27jy67vK+\n8/jne7Xvu2wtlizJG5JsY7AxJkAMUzBJG7ZOgARakrB1mJw2zXbSTHPOtOk57Uwyc0jTacKSlAYo\nCbTApLShCSQ2hmAb2XjFuy3JkjfJsrXZWu8zf+jaI2TJlnTv1e/+pPfrHJ0j/e71/X39nEdXHz16\nFl1dlqOsFEbJcGmfuWaO1tTM0l//Yo/++MUPdLLz4l8OP2g8rfuf2aDHX9iiK4oy9cp/uU4V+Wke\nVAuM34JZ6SrKSvb9VlvxXhcAIHLm5qfp/pVlen5jox65oZIfpiOc7OzRrqMd+tqahV6XAh8wM33v\nvmX6wdqD+sHag/rN3pN67Mahk71au3q170SX1u1rUW5aor71e9V64NoyJcWz7zBin5nphvn5emPn\ncQ0GnW8P4mAkFphmvnjzfMUHTD9ce9DrUmLO+dW4nF+P8UpOiNOf3rJAb3zpBi0tzdZ3f7lPf/2L\nPfrJew061NqlL9+yQG9//SY9dH0FARa+sqoqTx09A9p9rMPrUiaNkVhgminISNK9K+boxU2N+tIt\n81WUleJ1STFj7d4WFWQkqaaYbY8wMZUF6XruoWt0vKNHGckJSkuMY3cL+NqqyqF1ARsOnVKtT4/f\nZiQWmIYevbFSzklPv33Y61JiRlfvgN7ac0JramYRPjApZqairBSlJ8XTh+B7s7OSVZGfpvcO+vfI\nckIsMA2V5qTq9iuL9eKmRrV193ldTkz4j53H1dMf5AhQAAi5tjJPmw63aWDQn6c9EmKBaerx1VXq\nGRjUs+8yGitJr21tVmlOiq4uZ+sjAJCG5sV29g5o11F/zoslxALT1LzCDK2pnq1nf1s/40/xOtnZ\no3cPtOrOK0v4MzAAhFxbmStJeu+QP6cUEGKBaezxm6rU0TOgn71/xOtSPPX6tmMKOunOZcVelwIA\nMaMwI1nzCtN9Oy+WEAtMY0tKs3XN3Fz95L2GcR+dOR39363NqinO1LxCTqsDgOFWVeaprr5N/T6c\nF0uIBaa5P7yuXI1tZ31/vOBkHWrp0ramdt21jAVdADDSqqo8dfcNakdzu9elTBghFpjm1tTMVmFG\nkp79bb3XpXjita1HZSZ9ailTCQBgpGsr8yTJl1MKCLHANJcQF9D9K8u1bl+LDrd2e13OlBoYDOrV\nD5p0XVWeZmUme10OAMSc3LRELZqdoQ0+XNxFiAVmgM+snKOEONNz7zV4XcqU+lndER1pO6cHV831\nuhQAiFnXVuaprv60+gb8NS+WEAvMAIUZyfpEbZFe3nxE3b0DXpczJc72DeiJN/dreXmObqme5XU5\nABCzrq3M1bn+Qe086q95sYRYYIZ48LpydfYM6NUPmr0uZUo8s/6wWjp79WefXMTesABwCSvmDu0X\nu+lwm8eVTAwhFpghrirLUW1Jpn787uFpv91Wa1evnlx3UGtqZunq8lyvywGAmJaXnqR5hena6LN5\nsYRYYIYwMz1yQ6UOtXTrrT0nvS4nqr7/1n71DAT19dsWeV0KAPjCNRW5qqs/rUEfDXIQYoEZ5JOL\ni1SSnaKn3z7kdSlRs+HQKb2wsVH3rpijqoJ0r8sBAF9YWZGrzt4B7T7W4XUp40aIBWaQhLiAvnB9\nhTbVt+mDxtNelxNxW4+c0UPPvq+K/DR97daFXpcDAL7hx3mxhFhghrl3xRxlJsfrqWk2Grv7WIce\n/PEm5Wck6fmHVyonLdHrkgDAN4qzUzQnN4UQCyB2pSfF6/5ry/XGruOqnyaHHxw42ak/+NFGpSbG\n6fmHVnKwAQBMwjVz87Spvk3O+WNeLCEWmIE+f91cJQQCeuYd/4/G7j7WoXuf3CDJ9PzDKzUnN9Xr\nkgDAl1ZW5Kqtu08HW7q8LmVcCLHADFSYmay7lpXo5bomnezo8bqcSdvR1K7PPL1BCXEBvfTYtSzk\nAoAwXFMxNC92o0+mFBBigRnq8ZuqNBB0+uE6f47Gbj1yRp99eoPSk+L10mOrVEmABYCwlOelqjAj\nyTfzYgmxwAxVnpemO68s0QsbG3Sy01+jsae6evVHz21WdlqCXnpslcrymEIAAOEyM11TkauNh/wx\nL5YQC8xgX7x5nvoHg3rKR6Oxg0GnL/1sq9rO9umHD1yt4uwUr0sCgGljZUWujnf06EjbOa9LuSxC\nLDCDVeQPjcY+v7FBLZ29XpczLn/36wNav79Vf3F7jWqKs7wuBwCmlRWhebHv18f+lAJCLDDDffHm\neeobCOqZ9bE/GvvugVY98dY+3b2sRPetmON1OQAw7SwozFBGcrzqGmL/QBxCLDDDVRak6/alxfrJ\new063d3ndTlj6uzp15df2qp5Ben6q7tqZWZelwQA004gYLq6PEd1jMQC8IPHb5qnc/2Dem5Dg9el\njOl/vrFXLZ29+u6nlyo1Md7rcgBg2loxN1f7T3bpzNnYHdiQCLEAJC2YlaGbFhboH39br57+Qa/L\nucjmhjY9v7FBn7uuQkvnZHtdDgBMa8vLcyRJm2N8SgEhFoAk6ZEbK3Wqu0+vbGn2upSP6BsI6s9e\n2aHirBR95dYFXpcDANPe0jnZSogzvV9PiAXgA6sq87S4JEvPrD+kYDB29gd8ct1B7TvRpW/fWaO0\nJKYRAEC0JSfEqbYkS5sbYnteLCEWgKShTa4fvbFSh1q79avdJ7wuR5K0/0Snvv/rA/rdxUW6edEs\nr8sBgBljeXmOtjW1q3cg9qaYnUeIBXDBJ2pnqzQnRU+97f12WwODQX3l5W1KT47XX9xR43U5ADCj\nLJ+bq76BoHY2t3tdypgIsQAuiI8L6OHrK7S54bTn26s8+fYhbW9q11/eUaP89CRPawGAmeb84q5Y\nnhdLiAXwEfesmKOc1AT9YO1Bz2rYe7xTT7y5T7+7uEi/t6TYszoAYKbKS09SZX6a6gixAPwiNTFe\nn/9Yhd7ac1K7j3VM+f37B4P66svblJmcoL9kGgEAeGb53BxtbmiTc7Gz2Hc4QiyAizy4aq7SEuM8\nGY390TuHtaO5Xd++s1Z5TCMAAM8sL8/V6bP9OtjS7XUpoyLEArhIVmqCHlhVrte3H1V969S9eTWc\n6tYTb+7TrdWz9MnFRVN2XwDAxZbPPX/oQWxutUWIBTCqh66vUHxcQE9O0U4Fzjn9+Ws7FR8IsBsB\nAMSAivw0ZSTHa0eM7lBAiAUwqsKMZN2zvFT/srlJJzp6on6/17Y2a/3+Vn39toUqykqJ+v0AAJdm\nZqotztKO5qlfHzEehFgAY3rsxioFndPn/uF9NZ46O+F/Hww6vbHzmF7Z0qR1+1q062i72s/1f+Q5\nA4NB1dW36duv79aysmzdv7I8UuUDAMJUW5Kp3cc61D8Y9LqUi3CGI4AxzclN1TMPLtef/HSrPvV3\n7+h7912p1QsLx/Vvdza3689f26mtR85c9FhRVrIWzs5QnJk2Hm5TV++AUhPj9Dd3L1FcwCL93wAA\nTFJtSZb6BoI62NKlRbMzvS7nIwixAC5p9cJC/esXr9ejz9Xp88++r0duqNR/XT1PWakJF56z/0Sn\n1u1rUTC0DUv9qbP66aZG5aYl6n/fs1TLynJ0qqtXrV29Otx6VnuPd2jP8U71DQZ1+5XF+lhVvq6r\nylNOWqJX/00AwChqS7IkSTua2gmxAPynLC9Vrz7+Mf33n+/S0+sP6cVNjfqjj1fpiqIM/cO79Vq/\nv/Ujzw+Y9NmVZfrarYsuhN2K/DQvSgcAhKEiL01piXHadbRDn/a6mBEIsQDGJSUxTv/jPy/R5z42\nV//rl3v1nf/YK0kqzEjSV29doE8vn6P0pKG3lLiAKTkhzstyAQAREAiYqosztTMGdyggxAKYkCuK\nMvXMgyv0QeNpnejo1c2LCpUYzxpRAJiuaoqz9FLdEQ0GXUytW+AnD4BJWVaWo9tqZxNgAWCaW1yS\npbN9gzrc2uV1KR/BTx8AAACM6fzirp0xtl8sIRYAAABjqipIU3JCIObmxRJiAQAAMKb4uICuKMqM\nueNnIxJizSxgZosj8VoAAACILbXFWfrwaIeCQed1KReMK8Sa2TfNbJ+Z7TWzO0Y89h1JRyS9Go0C\nAQAA4K3akkx19g6osW3iR5BHy2VDrJndJOkOSUsl/Y6kvzWz9GFP+ZWk26JTHgAAALx2YXHX0diZ\nUjCekdjlkt50zp1zzh2RtF3SyvMPOud+KakzSvUBAADAY/MLM5QYF9COJn+F2F2SbjWzdDMrkrRM\nUsFEbmJmj5pZnZnVtbS0TKZOAAAAeCQxPqAlpVl679Apr0u54LIh1jn375LekFQn6f9oaCR2Qv8D\n59xTzrnlzrnlBQUTyr8AAACIAR9fUKDtTe1q7er1uhRJ41zY5Zz7lnNukXPubkmlkvZEtywAAADE\nktULCyVJb++Ljb+qj2dhV7yZpYU+f1TS4dDcWAAAAMwQNcWZyk9P1Nq9PgmxklIlbTWzJg3tUvCo\nmd1lZl+VJDP7uaS1ksrM7ICZfSNq1QIAAMATgYDpxgUFent/iwZjYL/Y+Ms9wTnXIWn+iMuvDnv8\n9kgXBQAAgNizemGhXtnSrG1NZ3RVWY6ntXDsLAAAAMblxvn5CphiYkoBIRYAAADjkp2aqCvnZGvd\n3pNel0KIBQAAwPitXlio7c3tOuXxVluEWAAAAIzb6oUFck56e7+3UwoIsQAAABi32uKsmNhqixAL\nAACAcQsETNfPy9dvD56Sc95ttUWIBQAAwIRcXZ6jls5eNZ0+51kNhFgAAABMyFXlQ3vEbmk87VkN\nhFgAAABMyMJZGUpNjNOWBkIsAAAAfCI+LqClpdna0njGsxoIsQAAAJiwq8qztftYh871DXpyf0Is\nAAAAJuyqshwNBJ22N3kzGkuIBQAAwIQtKzu/uIsQCwAAAJ/ITUtUZX6aNnu0uIsQCwAAgElZVpaj\nDxpPe3LoASEWAAAAk3JVebZOdfepse3slN+bEAsAAIBJuarMu0MPCLEAAACYlAWzMpSeFO/JvFhC\nLAAAACYlLmC6ck62tjRM/Q4FhFgAAABM2lVl2dpzvENn+wam9L6EWAAAAExabUmWgk7ac7xzSu9L\niAUAAMCkVRdnSpJ2He2Y0vsSYgEAADBpJdkpykpJ0IeEWAAAAPiFmammOFMfHm2f0vsSYgEAABCW\n6qJM7TneqYHB4JTdkxALAACAsNSUZKp3IKhDrd1Tdk9CLAAAAMJSXZQlSdo1hVMKCLEAAAAIS1VB\nmpLiA9rVPHWLuwixAAAACEt8XECLZmfow2OEWAAAAPhIdXGmdh3tkHNuSu5HiAUAAEDYqouz1H6u\nX81nzk3J/QixAAAACFtN6OSuqTr0gBALAACAsC2anSGzqTt+lhALAACAsKUmxqsyP23KFncRYgEA\nABARNcVZTCcAAACAv1QXZ6r5zDmd7u6L+r0IsQAAAIiI84u7dk/BlAJCLAAAACKiumgoxE7F4i5C\nLAAAACIiLz1JszOTtetoe9TvRYgFAABAxNQUZ07JDgWEWAAAAERMdXGmDrZ0q6d/MKr3IcQCAAAg\nYmqKMzUYdNpzvDOq9yHEAgAAIGJqirMkRf/4WUIsAAAAIqY0J0UZyfFRX9xFiAUAAEDEmJmqizKj\nvs0WIRYAAAARVVOcpT3HOzQYdFG7ByEWAAAAEVVdnKme/qAOt3ZF7R6EWAAAAETU+eNnozmlgBAL\nAACAiJpXmK7EuEBUdyggxAIAACCiEuICWjA7nZFYAAAA+EtNUZY+PNYh56KzuIsQCwAAgIirLs5U\nW3efjnf0ROX1CbEAAACIuAuLu5qjM6WAEAsAAICIu6IoU2bSziid3EWIBQAAQMSlJcWrqiBdO5sJ\nsQAAAPCRJSVZ2t5EiAUAAICPLC7N0snOXp2IwuIuQiwAAACiYklpliRFZTSWEAsAAICoqC7KUlzA\ntKPpTMRfmxALAACAqEhJjNP8wnRtYyQWAAAAfrKkNEs7mtsjfnIXIRYAAABRs7g0W23dfWo+cy6i\nr0uIBQAAQNQsKRla3LUjwlMKCLEAAACImkVFGUqIM22P8KEHhFgAAABETVJ8nBbOzmAkFgAAAP6y\nuCRb25vORHRxFyEWAAAAUbWkNEsdPQNqbDsbsdckxAIAACCqonFyFyEWAAAAUbVgVoYS4wPaEcHF\nXYRYAAAARFVCXEBXl+Wop38wYq8ZH7FXAgAAAMbwT4+slJlF7PUYiQUAAEDURTLASoRYAAAA+BAh\nFgAAAL5DiAUAAIDvEGIBAADgO+MKsWb2TTPbZ2Z7zeyOEY/Vmtk2M2sws++bGcEYAAAAUXXZwGlm\nN0m6Q9JSSb8j6W/NLH3YU/5e0jckVUpaIun2KNQJAAAAXDCeUdPlkt50zp1zzh2RtF3SSkkyswJJ\nFc65XzjnBiW9IOm2kS9gZo+aWZ2Z1bW0tESwfAAAAMxE4wmxuyTdambpZlYkaZmkgtBjpZIahz23\nSVLRyBdwzj3lnFvunFteUFAw8mEAAABgQi57Ypdz7t/NbJWkOkkfamgk9lTo4URJwWFPD0qK3Hli\nAAAAwCjGtQjLOfct59wi59zdGhp93RN66JikkmFPLZV0JLIlAgAAAB81noVd8WaWFvr8UUmHQ3Nj\n5ZxrlNRtZqvNLE7SH0h6OZoFAwAAAJedTiApVdJmM0uRtE3SF8zsLklVzrnvSnpQ0j9Kypb0rHPu\nnahVCwAAAGh8c2I7JM0fcfnVYY9vkbQ4wnUBAAAAY+JgAgAAAPgOIRYAAAC+Y865qb2hWYukhmGX\n8iW1TmkR0wvtFx7aLzy0X3hov/DRhuGh/cJD+4VnePuVO+cmdJjAlIfYiwowq3POLfe0CB+j/cJD\n+4WH9gsP7Rc+2jA8tF94aL/whNt+TCcAAACA7xBiAQAA4DuxEGKf8roAn6P9wkP7hYf2Cw/tFz7a\nMDy0X3hov/CE1X6ez4kFAAAAJioWRmIBAACACSHEAgAAwHcIsQAQZWaWYmYLvK7Dz2jD8NB+4aH9\nYpNnIdbM7jGzw2Z2wMy+4FUdfmFmyWb2lJntM7MGM/vT0PX+UBseMLOfel1nrDOz+mHttT507U/M\nrNHM9prZJ7yuMVaZ2TeGtd0BM+sxs0/SB8dmZplm9pqkE5K+Puz6qH3OzP7GzJrMbIeZXe1FzbFm\ntDY0szwz+5mZ7Tezg2Z2X+j6XDM7N6w/ftfL2mPBJfrgqN+39MGPGqP/fX/Ee+GgmVXT/y52iewS\nmfdA59yUf0jKkHREUomk2ZKOSyrwoha/fEjKk/T7kkxDJ1yckDRHUr3XtfnpY2R7SaqStC/UJ6sl\nHZWU4HWdsf4hKUvSIUnx9MFLtlO6pP8k6WFJz4SujdrnJN0s6Z1Qm94iaavX9cfCxxhtuEjS6tDn\n8ySdCbXhXElrva45lj5Ga7/Q9fpRnksfHGf7DXt8gaS60Of0v4vbZ7Ts8vFIvQd6NRK7RtI651yz\nc+64pF9rqJNgDM65U865f3FDWjX0S0C213VNA3dJesk51+mc+1BSvaQZP/owDvdL+mfn3IDXhcQy\n51yXc+4tScPbaaw+d7ekZ51zA865X0kqMLPZU150jBmtDZ1ze5xza0OfH5DULynFmwpj2xh9cCz0\nwRHG0X4PS/rxFJbkK2NklxsVofdAr0LsHEkNw75uklTkUS2+Y2a1kpIl7ZSUF/pz2m/MjKPvLu9c\nqL02mNka0Rcn6yH9/zdu+uDEjNXnRl5vFn3xskJ/itzinOuQ5CQtCfXH181snsflxbLRvm/pgxNg\nZgmS7pH0T6FL9L9LGJZd8hWh90CvQmyipOCwr4OSBj2qxVfMLF/Sc5I+H/rNJsM5VyXp7yW96m11\nsc85d0Wovb4m6QXRFycsNE+pxzm3R5LogxM2Vp+jL05QKCR8R9JjkuSca3DO5UqaL+k3kp71rrrY\nNsb3LX1wYm6X9K5z7oxE/7uU4dlFEXwP9CrEHtPQfNjzSjU0xIxLMLMcSa9L+qZz7v3hjznnXpaU\nYmZMMRgH59x6Df0Jg744cY9I+tHIi/TBcRurz428XqyhEQqMwszKJf2zpD90ztUPf8w5F5T0pKRa\nD0rzlRHft/TBiRnrvZD+N8wo2SVi74FehdhfSlpjZoWh+Q7Xha5hDGaWKelfJf2Vc+4XoWv55wND\n6E9qp87/RoiLmVmamRWFPl+moT9TvCXpPjNLNbNqSbmStnpYZkwzszRJn5L0Uuhr+uDE/ZtG73P/\nJulBM4szs1sk7XPOtXlZaKwysxJJr0h6xDm3Zfh1Mzs/N/YBSZu8qC/WXeL7lj44TqFfoqo0NOJ6\n/hr9b4TRsosi+B4YH8Xax+ScO25m/03Se6FLX3HOdXtRi4/8saRlkp4wsydC135f0mtmFtTQbzD3\neFWcT6RKWmdmcZLaJT3gnHvXzJ6XtEtSj6SHXWhJJUZ1r6Q3nHNdoa+LJP2cPjg6M8uQ9IGGVuEm\nm9lqDY3eXNTnzOxVDa3aPSTplKTPelJ0jBmjDc+vdH7RzM4/tTr08SMz65e0X0NtPaON0X7fk/Tl\nUb5v6YMjXOJ7+CZJPxnx84L+d7HRssutitB7oPHzGgAAAH7DiV0AAADwHUIsAAAAfIcQCwAAAN8h\nxAIAAMB3CLEAAADwHUIsAAAAfIcQCwAAAN8hxAIAAMB3/h+JhzZ8nstaLgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236de382240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAGpCAYAAABmokWMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236ddfb8c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].getKData(query)\n",
    "k2 = sm['sz000001'].getKData(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1))\n",
    "w = w(CLOSE(k2))\n",
    "print(w.getResultNumber())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 3 操作符（Operand）\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Operand可以理解为组合Indicator公式的原型，主要用于直接使用Indicator形成计算公式以及延迟计算的场景。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAGpCAYAAACXqR4BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4/8DEb2/VwSRnWoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236de3520b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAGpCAYAAACXqR4BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4/8DEb2/VwSRnWoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x236de318400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#两个ind经过运算得到的ind仅是普通的数组ind，并不能再用于运算\n",
    "x = EMA(c, n=10) + MA(c)\n",
    "\n",
    "#使用OP，生成公式原型\n",
    "x_op = OP(EMA(n=10)) + OP(MA())\n",
    "\n",
    "#使用生成的op对象进行计算\n",
    "x2 = x_op(c)\n",
    "\n",
    "x.plot()\n",
    "x2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
